Essec\Faculty\Model\Profile {#2216
#_id: "B00683004"
#_source: array:40 [
"bid" => "B00683004"
"academId" => "2061"
"slug" => "ljubic-ivana"
"fullName" => "Ivana LJUBIC"
"lastName" => "LJUBIC"
"firstName" => "Ivana"
"title" => array:2 [
"fr" => "Professeur"
"en" => "Professor"
]
"email" => "ljubic@essec.edu"
"status" => "ACTIF"
"campus" => "Campus de Cergy"
"departments" => []
"phone" => "+33 (0)1 34 43 97 26"
"sites" => []
"facNumber" => "2061"
"externalCvUrl" => "https://faculty.essec.edu/en/cv/ljubic-ivana/pdf"
"googleScholarUrl" => "https://scholar.google.com/citations?user=o1Ym0_AAAAAJ"
"facOrcId" => "https://orcid.org/0000-0002-4834-6284"
"career" => array:14 [
0 => Essec\Faculty\Model\CareerItem {#2298
#_index: null
#_id: null
#_source: array:7 [
"startDate" => "2017-10-01"
"endDate" => "2021-08-31"
"isInternalPosition" => true
"type" => array:2 [
"en" => "Other Academic Appointments"
"fr" => "Autres positions académiques"
]
"label" => array:2 [
"fr" => "Directrice Académique du programme EMBA ESSEC & Mannheim"
"en" => "Academic Director of the ESSEC & Mannheim EMBA program"
]
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"fr" => "ESSEC Business School"
"en" => "ESSEC Business School"
]
"country" => array:2 [
"fr" => "France"
"en" => "France"
]
]
+lang: "en"
+"parent": Essec\Faculty\Model\Profile {#2216}
}
1 => Essec\Faculty\Model\CareerItem {#2299
#_index: null
#_id: null
#_source: array:7 [
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"endDate" => "2015-03-31"
"isInternalPosition" => true
"type" => array:2 [
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"en" => "Full-time academic appointments"
]
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"en" => "Ass./Assoc. Professor. ISOR, Faculty of Business, Economics and Statistics, University of Vienna"
]
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"fr" => "Université de Vienne"
"en" => "Université de Vienne"
]
"country" => array:2 [
"fr" => "Autriche"
"en" => "Austria"
]
]
+lang: "en"
+"parent": Essec\Faculty\Model\Profile {#2216}
}
2 => Essec\Faculty\Model\CareerItem {#2300
#_index: null
#_id: null
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"isInternalPosition" => true
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]
"label" => array:2 [
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"en" => "Research and Teaching Assistant (PhD candidate)"
]
"institution" => array:2 [
"fr" => "TU Wien"
"en" => "TU Wien"
]
"country" => array:2 [
"fr" => "Autriche"
"en" => "Austria"
]
]
+lang: "en"
+"parent": Essec\Faculty\Model\Profile {#2216}
}
3 => Essec\Faculty\Model\CareerItem {#2301
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"label" => array:2 [
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"en" => "ESSEC Business School"
]
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"en" => "France"
]
]
+lang: "en"
+"parent": Essec\Faculty\Model\Profile {#2216}
}
4 => Essec\Faculty\Model\CareerItem {#2302
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#_id: null
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]
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]
]
+lang: "en"
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}
5 => Essec\Faculty\Model\CareerItem {#2303
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#_id: null
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"en" => "Université de Vienne"
]
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"fr" => "Autriche"
"en" => "Austria"
]
]
+lang: "en"
+"parent": Essec\Faculty\Model\Profile {#2216}
}
6 => Essec\Faculty\Model\CareerItem {#2304
#_index: null
#_id: null
#_source: array:7 [
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"type" => array:2 [
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"en" => "Full-time academic appointments"
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]
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"fr" => "Université de Vienne"
"en" => "Université de Vienne"
]
"country" => array:2 [
"fr" => "Autriche"
"en" => "Austria"
]
]
+lang: "en"
+"parent": Essec\Faculty\Model\Profile {#2216}
}
7 => Essec\Faculty\Model\CareerItem {#2305
#_index: null
#_id: null
#_source: array:7 [
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"label" => array:2 [
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"institution" => array:2 [
"fr" => "Universidad Adolfo Ibáñez"
"en" => "Universidad Adolfo Ibáñez"
]
"country" => array:2 [
"fr" => "Chili"
"en" => "Chile"
]
]
+lang: "en"
+"parent": Essec\Faculty\Model\Profile {#2216}
}
8 => Essec\Faculty\Model\CareerItem {#2306
#_index: null
#_id: null
#_source: array:7 [
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"label" => array:2 [
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]
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"fr" => "Université Paris-Dauphine, PSL"
"en" => "Université Paris-Dauphine, PSL"
]
"country" => array:2 [
"fr" => "France"
"en" => "France"
]
]
+lang: "en"
+"parent": Essec\Faculty\Model\Profile {#2216}
}
9 => Essec\Faculty\Model\CareerItem {#2307
#_index: null
#_id: null
#_source: array:7 [
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"type" => array:2 [
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"fr" => "Autres positions"
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"label" => array:2 [
"fr" => "Professeur visitant"
"en" => "Visiting Researcher (APART Fellowship), COGA"
]
"institution" => array:2 [
"fr" => "Technische Universität Berlin"
"en" => "Technische Universität Berlin"
]
"country" => array:2 [
"fr" => "Allemagne"
"en" => "Germany"
]
]
+lang: "en"
+"parent": Essec\Faculty\Model\Profile {#2216}
}
10 => Essec\Faculty\Model\CareerItem {#2308
#_index: null
#_id: null
#_source: array:7 [
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"label" => array:2 [
"fr" => "Professeur visitant"
"en" => "Visiting Researcher (APART Fellowship), Faculty of CS"
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"institution" => array:2 [
"fr" => "TU Dortmund Universität"
"en" => "TU Dortmund Universität"
]
"country" => array:2 [
"fr" => "Allemagne"
"en" => "Germany"
]
]
+lang: "en"
+"parent": Essec\Faculty\Model\Profile {#2216}
}
11 => Essec\Faculty\Model\CareerItem {#2309
#_index: null
#_id: null
#_source: array:7 [
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"label" => array:2 [
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"fr" => "University of Maryland"
"en" => "University of Maryland"
]
"country" => array:2 [
"fr" => "États-Unis"
"en" => "United States of America"
]
]
+lang: "en"
+"parent": Essec\Faculty\Model\Profile {#2216}
}
12 => Essec\Faculty\Model\CareerItem {#2310
#_index: null
#_id: null
#_source: array:7 [
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"en" => "ESSEC Business School"
]
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"fr" => "France"
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]
]
+lang: "en"
+"parent": Essec\Faculty\Model\Profile {#2216}
}
13 => Essec\Faculty\Model\CareerItem {#2311
#_index: null
#_id: null
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"en" => "ESSEC Business School"
]
"country" => array:2 [
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]
]
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+"parent": Essec\Faculty\Model\Profile {#2216}
}
]
"diplomes" => array:3 [
0 => Essec\Faculty\Model\Diplome {#2218
#_index: null
#_id: null
#_source: array:6 [
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"fr" => "Diplômes"
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"fr" => "TU Wien"
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]
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}
1 => Essec\Faculty\Model\Diplome {#2220
#_index: null
#_id: null
#_source: array:6 [
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"type" => array:2 [
"fr" => "Diplômes"
"en" => "Diplomas"
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"label" => array:2 [
"en" => "Habilitation in Operations Research"
"fr" => "Habilitation en Recherche des Opérations"
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"institution" => array:2 [
"fr" => "Université de Vienne"
"en" => "Université de Vienne"
]
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"fr" => "Autriche"
"en" => "Austria"
]
]
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}
2 => Essec\Faculty\Model\Diplome {#2217
#_index: null
#_id: null
#_source: array:6 [
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"label" => array:2 [
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"fr" => "Master of Science degree (MSc), Department for Optimization and Numerical Analysis, Faculty of Mathematics"
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"institution" => array:2 [
"fr" => "University of Belgrade"
"en" => "University of Belgrade"
]
"country" => array:2 [
"fr" => "Serbie"
"en" => "Serbia"
]
]
+lang: "en"
+"parent": Essec\Faculty\Model\Profile {#2216}
}
]
"bio" => array:2 [
"fr" => """
<p><b><a href="https://orcid.org/0000-0002-4834-6284">ORCID Ivana Ljubic</a></b></p>\n
\n
<p><a href="http://scholar.google.com/citations?user=o1Ym0_AAAAAJ&hl=en" target="_blank"><b>Google Scholar Profile</b></a> </p>\n
\n
<p><b><a href="https://ivanaljubic.github.io/">Personal web-site</a></b></p>\n
\n
<p>See the <b><a href="https://ivanaljubic.github.io/publications/">full publication list</a> </b>including preprints and a list of <a href="https://ivanaljubic.github.io/talks/"><b>scientific </b></a><a href="https://ivanaljubic.github.io/talks/"><b>talks</b></a>.</p>\n
\n
<p><b>NEWS:</b></p>\n
\n
<ul>\n
\t<li><b><a href="https://onlinelibrary.wiley.com/page/journal/10970037/homepage/glover-klingman_prize.htm">The Glover-Klingman Prize</a> </b>for the best <a href="https://onlinelibrary.wiley.com/journal/10970037">Networks</a> paper in 2021 for the article Ivana Ljubić: <a class="issue-item__title visitable" href="https://onlinelibrary.wiley.com/doi/10.1002/net.22005" title="Solving Steiner trees: Recent advances, challenges, and perspectives">Solving Steiner trees: Recent advances, challenges, and perspectives</a>, Networks 77 (2): 177-204, 2021</li>\n
\t<li><a href="https://www.sciencedirect.com/science/article/pii/S2192440622000028" target="_blank"><b>Marguerite Frank Award</b></a> for the best EJCO paper in 2021 for the paper <a href="https://www.sciencedirect.com/science/article/pii/S2192440621001349" target="_blank"><b>A Survey on Mixed-Integer Programming Techniques in Bilevel Optimization</b></a>. Jointly with Thomas Kleinert, Martine Labbé, and Martin Schmidt.</li>\n
\t<li>Keynote speaker: <a href="https://sites.google.com/view/cpaior2023/keynote-speakers">CPAIOR 2023</a> </li>\n
\t<li>Plenary speaker: <a href="https://www.fondation-hadamard.fr/fr/la-fmjh-soutient/recherche/home/pgmo-days/">PGMO Days 2022</a>, Nov 2022</li>\n
\t<li>Plenary speaker: <a href="https://www.siam.org/conferences/cm/program/invited-presentations/op21-invited-presentations">SIAM Conference on Optimization</a> (OP21), July 2021 </li>\n
</ul>\n
\n
<p><b>BIO:</b></p>\n
\n
<p>Ivana Ljubic is Full Professor in Operations Research at ESSEC. She teaches Decision Analysis, Optimal Decision Making, Operations Research (OR) and Business Mathematics in ESSEC MSc, PhD and Advanced Master programs. Prior to joining ESSEC in 2015, she was appointed at the University of Vienna. She also worked as Visiting Scholar/Professor at the Robert H. Smith School of Business at the University of Maryland, TU Dortmund, TU Berlin, Dauphine University, etc. From 2017 to 2019 she was Academic Director of the ESSEC EMBA program, and from 2017 to 2021 she was Academic Director of the <a href="http://executive-education.essec.edu/en/program/embas-en/essec-mannheim-emba-modular-track/" target="_blank">ESSEC & Mannheim EMBA</a> program. She has published numerous scientific articles in leading outlets and has been ranked since 2018 amongst the Top 5% of most successful business professors in Germany, Switzerland, and Austria according to <a href="https://www.forschungsmonitoring.org/ranking/bwl/authors">various publication rankings</a>. </p>\n
\n
<p>Ivana Ljubic has carried out consulting studies and industrial contracts for leading telecommunication providers in France and Austria. After completing her PhD in computer science, she also worked for 2 years as Financial Analyst for a Siemens spin-off (fin4cast), focusing on portfolio optimization.</p>\n
\n
<p>Research interests of Ivana Ljubic include combinatorial optimization, optimization under uncertainty, bilevel optimization. She uses tools and methods of mixed integer (non-) linear programming, meta-heuristics and their successful combinations for solving optimization problems with applications in network design, telecommunications, transportation, logistics, routing and bioinformatics. She has published more than 70 articles in leading OR journals, including Operations Research, Management Science, Mathematical Programming, INFORMS JOC, European Journal of Operational Research.</p>\n
\n
<p>She is member of the Editorial Advisory Board for the journals European Journal of Operational Research, Computers & Operations Research, and she is Associate Editor for the journals Operations Research (since 2023), Transportation Science (since 2021), Networks (since 2020), Journal of Global Optimization (2019-2021) and Omega (2016-2020). She also served as guest-editor of journals: Discrete Applied Mathematics, European Journal of Operational Research and Annals of Operations Research.</p>\n
\n
<p>She is co-leading the axis "<a href="http://gdrro.lip6.fr/?q=node/232">Combinatorial Optimization and Integer Programming</a>" of <a href="http://gdrro.lip6.fr/">GDR RO</a> and its working group "<a href="http://gdrro.lip6.fr/?q=node/35">Polyhedra and Combinatorial Optimization</a>" (POC). She is past chair of the <a href="http://INFORMS Telecommunication and Network Analytics">INFORMS Telecommunication and Network Analytics </a>Section. From 2010-2016 she was member of council of the INFORMS Telecommunication Section and from 2006 to 2008 she was member of the executive board of the Austrian OR Society (<a href="https://oegor.wordpress.com/">OEGOR</a>).</p>\n
\n
<p>She has received numerous research grants, including those from the CY Initiative of Excellence, French Ministry of Foreign Affairs (PHC program), Austrian Academy of Sciences (OEAW), Austrian Research Fund (FWF) and European Commission (ERA-NET).</p>\n
\n
<p><b>SOME VIDEO LECTURES:</b></p>\n
\n
<ul>\n
\t<li>Beale Lecture 2021 - panel discussion honoring <a href="https://www.lse.ac.uk/management/people/emeriti-visiting-staff/aland">Dr. Ailsa Land</a><b>, </b>the winner of Beale Medal 2019 (<a href="https://youtu.be/jBQCOSKL1ho?t=1780">video</a>)</li>\n
\t<li>Plenary talk: <a href="https://homepage.univie.ac.at/ivana.ljubic/presentations1.html">New integer and Bilevel Formulations for the k-Vertex Cut Problem</a>,<br />\n
\t<a href="http://opslab.dieti.unina.it/index.php/en/laboratory?id=59">5th AIRO Young Workshop</a>, Napoli, Italy and online, February 12, 2021 (<a href="https://www.youtube.com/watch?v=LXjE8PWxaPQ&feature=youtu.be">Video Lecture</a>)</li>\n
\t<li>Plenary talk: <a href="https://">Casting Light on the Hidden Bilevel Structure of the Capacitated Vertex Separator Problem</a>, Mixed Integer Programming Workshop 2020 Online Edition (MIP2020), May 18, 2020 (<a href="https://www.youtube.com/watch?v=dl9KW0CnQ74">Video</a>)</li>\n
\t<li>Invited Lecture: <a href="https://alop.uni-trier.de/wp-content/uploads/2020/10/ALOP_Ljubic.pdf">Branch-and-Cut Solvers for Mixed-Integer Bilevel Linear Programs</a>,<br />\n
\t<a href="https://alop.uni-trier.de/event/autumn-school-on-bilevel-optimization/">Autumn School on Bilevel Optimization</a> (online), Oct 12-14, 2020, Uni Trier, Germany (Video Lecture <a href="https://www.youtube.com/watch?v=NNdY5vf80AM">Part 1</a> and <a href="https://www.youtube.com/watch?v=x1t4z7aCVEY">Part 2</a>)</li>\n
</ul>\n
"""
"en" => """
<p> </p>\n
\n
<p><b><a href="https://orcid.org/0000-0002-4834-6284">ORCID Ivana Ljubic</a></b></p>\n
\n
<p><a href="http://scholar.google.com/citations?user=o1Ym0_AAAAAJ&hl=en" target="_blank"><b>Google Scholar Profile</b></a> </p>\n
\n
<p><b><a href="https://ivanaljubic.github.io/">Personal web-site</a></b></p>\n
\n
<p>See the <b><a href="https://ivanaljubic.github.io/publications/">full publication list</a> </b>including preprints and a list of <a href="https://ivanaljubic.github.io/talks/"><b>scientific </b></a><a href="https://ivanaljubic.github.io/talks/"><b>talks</b></a>.</p>\n
\n
<p><b>NEWS:</b></p>\n
\n
<ul>\n
\t<li><b><a href="https://onlinelibrary.wiley.com/page/journal/10970037/homepage/glover-klingman_prize.htm">The Glover-Klingman Prize</a> </b>for the best <a href="https://onlinelibrary.wiley.com/journal/10970037">Networks</a> paper in 2021 for the article Ivana Ljubić: <a class="issue-item__title visitable" href="https://onlinelibrary.wiley.com/doi/10.1002/net.22005" title="Solving Steiner trees: Recent advances, challenges, and perspectives">Solving Steiner trees: Recent advances, challenges, and perspectives</a>, Networks 77 (2): 177-204, 2021</li>\n
\t<li><a href="https://www.sciencedirect.com/science/article/pii/S2192440622000028" target="_blank"><b>Marguerite Frank Award</b></a> for the best EJCO paper in 2021 for the paper <a href="https://www.sciencedirect.com/science/article/pii/S2192440621001349" target="_blank"><b>A Survey on Mixed-Integer Programming Techniques in Bilevel Optimization</b></a>. Jointly with Thomas Kleinert, Martine Labbé, and Martin Schmidt.</li>\n
\t<li>Keynote speaker: <a href="https://sites.google.com/view/cpaior2023/keynote-speakers">CPAIOR 2023</a> </li>\n
\t<li>Plenary speaker: <a href="https://www.fondation-hadamard.fr/fr/la-fmjh-soutient/recherche/home/pgmo-days/">PGMO Days 2022</a>, Nov 2022</li>\n
\t<li>Plenary speaker: <a href="https://www.siam.org/conferences/cm/program/invited-presentations/op21-invited-presentations">SIAM Conference on Optimization</a> (OP21), July 2021 </li>\n
</ul>\n
\n
<p><b>BIO:</b></p>\n
\n
<p>Ivana Ljubic is Full Professor in Operations Research at ESSEC. She teaches Decision Analysis, Optimal Decision Making, Operations Research (OR) and Business Mathematics in ESSEC MSc, PhD and Advanced Master programs. Prior to joining ESSEC in 2015, she was appointed at the University of Vienna. She also worked as Visiting Scholar/Professor at the Robert H. Smith School of Business at the University of Maryland, TU Dortmund, TU Berlin, Dauphine University, etc. From 2017 to 2019 she was Academic Director of the ESSEC EMBA program, and from 2017 to 2021 she was Academic Director of the <a href="http://executive-education.essec.edu/en/program/embas-en/essec-mannheim-emba-modular-track/" target="_blank">ESSEC & Mannheim EMBA</a> program. She has published numerous scientific articles in leading outlets and has been ranked since 2018 amongst the Top 5% of most successful business professors in Germany, Switzerland, and Austria according to <a href="https://www.forschungsmonitoring.org/ranking/bwl/authors">various publication rankings</a>. </p>\n
\n
<p>Ivana Ljubic has carried out consulting studies and industrial contracts for leading telecommunication providers in France and Austria. After completing her PhD in computer science, she also worked for 2 years as Financial Analyst for a Siemens spin-off (fin4cast), focusing on portfolio optimization.</p>\n
\n
<p>Research interests of Ivana Ljubic include combinatorial optimization, optimization under uncertainty, bilevel optimization. She uses tools and methods of mixed integer (non-) linear programming, meta-heuristics and their successful combinations for solving optimization problems with applications in network design, telecommunications, transportation, logistics, routing and bioinformatics. She has published more than 70 articles in leading OR journals, including Operations Research, Management Science, Mathematical Programming, INFORMS JOC, European Journal of Operational Research.</p>\n
\n
<p>She is member of the Editorial Advisory Board for the journals European Journal of Operational Research, Computers & Operations Research, and she is Associate Editor for the journals Operations Research (since 2023), Transportation Science (since 2021), Networks (since 2020), Journal of Global Optimization (2019-2021) and Omega (2016-2020). She also served as guest-editor of journals: Discrete Applied Mathematics, European Journal of Operational Research and Annals of Operations Research.</p>\n
\n
<p>She is co-leading the axis "<a href="http://gdrro.lip6.fr/?q=node/232">Combinatorial Optimization and Integer Programming</a>" of <a href="http://gdrro.lip6.fr/">GDR RO</a> and its working group "<a href="http://gdrro.lip6.fr/?q=node/35">Polyhedra and Combinatorial Optimization</a>" (POC). She is past chair of the <a href="http://INFORMS Telecommunication and Network Analytics">INFORMS Telecommunication and Network Analytics </a>Section. From 2010-2016 she was member of council of the INFORMS Telecommunication Section and from 2006 to 2008 she was member of the executive board of the Austrian OR Society (<a href="https://oegor.wordpress.com/">OEGOR</a>).</p>\n
\n
<p>She has received numerous research grants, including those from the CY Initiative of Excellence, French Ministry of Foreign Affairs (PHC program), Austrian Academy of Sciences (OEAW), Austrian Research Fund (FWF) and European Commission (ERA-NET).</p>\n
\n
<p><b>SOME VIDEO LECTURES:</b></p>\n
\n
<ul>\n
\t<li>Beale Lecture 2021 - panel discussion honoring <a href="https://www.lse.ac.uk/management/people/emeriti-visiting-staff/aland">Dr. Ailsa Land</a><b>, </b>the winner of Beale Medal 2019 (<a href="https://youtu.be/jBQCOSKL1ho?t=1780">video</a>)</li>\n
\t<li>Plenary talk: <a href="https://homepage.univie.ac.at/ivana.ljubic/presentations1.html">New integer and Bilevel Formulations for the k-Vertex Cut Problem</a>,<br />\n
\t<a href="http://opslab.dieti.unina.it/index.php/en/laboratory?id=59">5th AIRO Young Workshop</a>, Napoli, Italy and online, February 12, 2021 (<a href="https://www.youtube.com/watch?v=LXjE8PWxaPQ&feature=youtu.be">Video Lecture</a>)</li>\n
\t<li>Plenary talk: <a href="https://">Casting Light on the Hidden Bilevel Structure of the Capacitated Vertex Separator Problem</a>, Mixed Integer Programming Workshop 2020 Online Edition (MIP2020), May 18, 2020 (<a href="https://www.youtube.com/watch?v=dl9KW0CnQ74">Video</a>)</li>\n
\t<li>Invited Lecture: <a href="https://alop.uni-trier.de/wp-content/uploads/2020/10/ALOP_Ljubic.pdf">Branch-and-Cut Solvers for Mixed-Integer Bilevel Linear Programs</a>,<br />\n
\t<a href="https://alop.uni-trier.de/event/autumn-school-on-bilevel-optimization/">Autumn School on Bilevel Optimization</a> (online), Oct 12-14, 2020, Uni Trier, Germany (Video Lecture <a href="https://www.youtube.com/watch?v=NNdY5vf80AM">Part 1</a> and <a href="https://www.youtube.com/watch?v=x1t4z7aCVEY">Part 2</a>)</li>\n
</ul>\n
"""
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"en" => "Université Paris-Dauphine, PSL"
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"fr" => "France"
"en" => "France"
]
]
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}
3 => Essec\Faculty\Model\TeachingItem {#2295
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"endDate" => "2019"
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"fr" => "ESSEC Business School"
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]
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]
]
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}
4 => Essec\Faculty\Model\TeachingItem {#2289
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]
"country" => array:2 [
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"en" => "Austria"
]
]
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}
5 => Essec\Faculty\Model\TeachingItem {#2290
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]
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]
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}
6 => Essec\Faculty\Model\TeachingItem {#2296
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]
"country" => array:2 [
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]
]
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}
7 => Essec\Faculty\Model\TeachingItem {#2291
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]
"country" => array:2 [
"fr" => "Italie"
"en" => "Italy"
]
]
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}
8 => Essec\Faculty\Model\TeachingItem {#2292
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]
]
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}
9 => Essec\Faculty\Model\TeachingItem {#2293
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]
]
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}
10 => Essec\Faculty\Model\TeachingItem {#2294
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]
]
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}
11 => Essec\Faculty\Model\TeachingItem {#2297
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}
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}
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}
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}
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}
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9 => Essec\Faculty\Model\ExtraActivity {#2228
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+"parent": Essec\Faculty\Model\Profile {#2216}
}
]
"theses" => array:12 [
0 => Essec\Faculty\Model\These {#2333
#_index: null
#_id: null
#_source: array:9 [
"year" => "2014"
"startDate" => null
"endDate" => "2014"
"student" => "ALVAREZ-MIRANDA E."
"firstJob" => ""
"label" => array:2 [
"fr" => "Eduardo Álvarez-Miranda, University of Bologna (co-supervisé avec P. Toth)"
"en" => "Eduardo Álvarez-Miranda, University of Bologna (co-supervised with P. Toth)"
]
"role" => array:2 [
"fr" => "Co-directeur de thèse"
"en" => "Thesis co-director"
]
"institution" => array:2 [
"fr" => "University of Bologna"
"en" => "University of Bologna"
]
"country" => array:2 [
"fr" => "Italie"
"en" => "Italy"
]
]
+lang: "en"
+"parent": Essec\Faculty\Model\Profile {#2216}
}
1 => Essec\Faculty\Model\These {#2334
#_index: null
#_id: null
#_source: array:9 [
"year" => null
"startDate" => null
"endDate" => null
"student" => "BRANDSTÄTTER G."
"firstJob" => ""
"label" => array:2 [
"fr" => "Georg Brandstätter, University of Vienna (avec M. Leitner)"
"en" => "Georg Brandstätter, University of Vienna (with M. Leitner)"
]
"role" => array:2 [
"fr" => "Co-directeur de thèse"
"en" => "Thesis co-director"
]
"institution" => array:2 [
"fr" => "Université de Vienne"
"en" => "Université de Vienne"
]
"country" => array:2 [
"fr" => "Autriche"
"en" => "Austria"
]
]
+lang: "en"
+"parent": Essec\Faculty\Model\Profile {#2216}
}
2 => Essec\Faculty\Model\These {#2335
#_index: null
#_id: null
#_source: array:9 [
"year" => "2013"
"startDate" => null
"endDate" => "2013"
"student" => "BÜSING C."
"firstJob" => ""
"label" => array:2 [
"fr" => "Christina Büsing, Univ. of Vienna (now at RWTH Aachen)"
"en" => "Christina Büsing, Univ. of Vienna (now at RWTH Aachen)"
]
"role" => array:2 [
"fr" => "Directeur de thèse"
"en" => "Thesis director"
]
"institution" => array:2 [
"fr" => "Université de Vienne"
"en" => "Université de Vienne"
]
"country" => array:2 [
"fr" => "Autriche"
"en" => "Austria"
]
]
+lang: "en"
+"parent": Essec\Faculty\Model\Profile {#2216}
}
3 => Essec\Faculty\Model\These {#2336
#_index: null
#_id: null
#_source: array:9 [
"year" => "2019"
"startDate" => null
"endDate" => "2019"
"student" => "DE MELO DA SILVA M."
"firstJob" => ""
"label" => array:2 [
"fr" => "Marcos de Melo da Silva, ESSEC"
"en" => "Marcos de Melo da Silva, ESSEC"
]
"role" => array:2 [
"fr" => "Co-directeur de thèse"
"en" => "Thesis co-director"
]
"institution" => array:2 [
"fr" => "ESSEC Business School"
"en" => "ESSEC Business School"
]
"country" => array:2 [
"fr" => "France"
"en" => "France"
]
]
+lang: "en"
+"parent": Essec\Faculty\Model\Profile {#2216}
}
4 => Essec\Faculty\Model\These {#2337
#_index: null
#_id: null
#_source: array:9 [
"year" => "2013"
"startDate" => null
"endDate" => "2013"
"student" => "GOLLOWITZER S."
"firstJob" => ""
"label" => array:2 [
"fr" => "Stefan Gollowitzer (OEGOR Dissertation Award 2013), University of Vienna (avec I. Bomze)"
"en" => "Stefan Gollowitzer (OEGOR Dissertation Award 2013), University of Vienna (with I. Bomze)"
]
"role" => array:2 [
"fr" => "Co-directeur de thèse"
"en" => "Thesis co-director"
]
"institution" => array:2 [
"fr" => "Université de Vienne"
"en" => "Université de Vienne"
]
"country" => array:2 [
"fr" => "Autriche"
"en" => "Austria"
]
]
+lang: "en"
+"parent": Essec\Faculty\Model\Profile {#2216}
}
5 => Essec\Faculty\Model\These {#2338
#_index: null
#_id: null
#_source: array:9 [
"year" => null
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"endDate" => null
"student" => "HASSANZADEH A."
"firstJob" => ""
"label" => array:2 [
"fr" => "Alborz Hassanzadeh, ESSEC (avec L. Alfandari)"
"en" => "Alborz Hassanzadeh, ESSEC (with L. Alfandari)"
]
"role" => array:2 [
"fr" => "Co-directeur de thèse"
"en" => "Thesis co-director"
]
"institution" => array:2 [
"fr" => "ESSEC Business School"
"en" => "ESSEC Business School"
]
"country" => array:2 [
"fr" => "France"
"en" => "France"
]
]
+lang: "en"
+"parent": Essec\Faculty\Model\Profile {#2216}
}
6 => Essec\Faculty\Model\These {#2339
#_index: null
#_id: null
#_source: array:9 [
"year" => "2015"
"startDate" => null
"endDate" => "2015"
"student" => "LEITNER M."
"firstJob" => ""
"label" => array:2 [
"fr" => "Markus Leitner, Univ. of Vienna (désormais à Vrije Universiteit Amsterdam)"
"en" => "Markus Leitner, Univ. of Vienna (now at Vrije Universiteit Amsterdam)"
]
"role" => array:2 [
"fr" => "Directeur de thèse"
"en" => "Thesis director"
]
"institution" => array:2 [
"fr" => "Université de Vienne"
"en" => "Université de Vienne"
]
"country" => array:2 [
"fr" => "Autriche"
"en" => "Austria"
]
]
+lang: "en"
+"parent": Essec\Faculty\Model\Profile {#2216}
}
7 => Essec\Faculty\Model\These {#2340
#_index: null
#_id: null
#_source: array:9 [
"year" => "2017"
"startDate" => null
"endDate" => "2017"
"student" => "LUIPERSBECK M."
"firstJob" => ""
"label" => array:2 [
"fr" => "Martin Luipersbeck, University of Vienna (Finalist for the EURO Doctoral Dissertation Award 2018) (avec M. Leitner)"
"en" => "Martin Luipersbeck, University of Vienna (Finalist for the EURO Doctoral Dissertation Award 2018) (with M. Leitner)"
]
"role" => array:2 [
"fr" => "Co-directeur de thèse"
"en" => "Thesis co-director"
]
"institution" => array:2 [
"fr" => "Université de Vienne"
"en" => "Université de Vienne"
]
"country" => array:2 [
"fr" => "Autriche"
"en" => "Austria"
]
]
+lang: "en"
+"parent": Essec\Faculty\Model\Profile {#2216}
}
8 => Essec\Faculty\Model\These {#2341
#_index: null
#_id: null
#_source: array:9 [
"year" => null
"startDate" => null
"endDate" => null
"student" => "MOUACI A."
"firstJob" => ""
"label" => array:2 [
"fr" => "Ahlam Mouaci, University Paris Dauphine"
"en" => "Ahlam Mouaci, University Paris Dauphine"
]
"role" => array:2 [
"fr" => "Co-directeur de thèse"
"en" => "Thesis co-director"
]
"institution" => array:2 [
"fr" => "Université Paris-Dauphine, PSL"
"en" => "Université Paris-Dauphine, PSL"
]
"country" => array:2 [
"fr" => "France"
"en" => "France"
]
]
+lang: "en"
+"parent": Essec\Faculty\Model\Profile {#2216}
}
9 => Essec\Faculty\Model\These {#2342
#_index: null
#_id: null
#_source: array:9 [
"year" => "2013"
"startDate" => null
"endDate" => "2013"
"student" => "PUTZ P."
"firstJob" => ""
"label" => array:2 [
"fr" => "Peter Putz, University of Vienna (avec I. Bomze)"
"en" => "Peter Putz, University of Vienna (with I. Bomze)"
]
"role" => array:2 [
"fr" => "Co-directeur de thèse"
"en" => "Thesis co-director"
]
"institution" => array:2 [
"fr" => "Université de Vienne"
"en" => "Université de Vienne"
]
"country" => array:2 [
"fr" => "Autriche"
"en" => "Austria"
]
]
+lang: "en"
+"parent": Essec\Faculty\Model\Profile {#2216}
}
10 => Essec\Faculty\Model\These {#2343
#_index: null
#_id: null
#_source: array:9 [
"year" => "2015"
"startDate" => null
"endDate" => "2015"
"student" => "SINNL M."
"firstJob" => ""
"label" => array:2 [
"fr" => "Markus Sinnl, University of Vienna (OEGOR Dissertation Award 2016 and INFORMS SOLA Dissertation Award 2016) (avec I. Bomze)"
"en" => "Markus Sinnl, University of Vienna (OEGOR Dissertation Award 2016 and INFORMS SOLA Dissertation Award 2016) (with I. Bomze)"
]
"role" => array:2 [
"fr" => "Co-directeur de thèse"
"en" => "Thesis co-director"
]
"institution" => array:2 [
"fr" => "Université de Vienne"
"en" => "Université de Vienne"
]
"country" => array:2 [
"fr" => "Autriche"
"en" => "Austria"
]
]
+lang: "en"
+"parent": Essec\Faculty\Model\Profile {#2216}
}
11 => Essec\Faculty\Model\These {#2344
#_index: null
#_id: null
#_source: array:9 [
"year" => "2013"
"startDate" => null
"endDate" => "2013"
"student" => "WASSERMANN B."
"firstJob" => ""
"label" => array:2 [
"fr" => "Bertram Wassermann, University of Vienna (avec I. Bomze)"
"en" => "Bertram Wassermann, University of Vienna (with I. Bomze)"
]
"role" => array:2 [
"fr" => "Co-directeur de thèse"
"en" => "Thesis co-director"
]
"institution" => array:2 [
"fr" => "Université de Vienne"
"en" => "Université de Vienne"
]
"country" => array:2 [
"fr" => "Autriche"
"en" => "Austria"
]
]
+lang: "en"
+"parent": Essec\Faculty\Model\Profile {#2216}
}
]
"indexedAt" => "2025-02-13T05:21:23.000Z"
"contributions" => array:212 [
0 => Essec\Faculty\Model\Contribution {#2346
#_index: "academ_contributions"
#_id: "532"
#_source: array:18 [
"id" => "532"
"slug" => "a-dual-ascent-based-branch-and-bound-framework-for-the-prize-collecting-steiner-tree-and-related-problems"
"yearMonth" => "2018-04"
"year" => "2018"
"title" => "A Dual Ascent-Based Branch-and-Bound Framework for the Prize-Collecting Steiner Tree and Related Problems"
"description" => "LEITNER, M., LJUBIC, I., LUIPERSBECK, M. et SINNL, M. (2018). A Dual Ascent-Based Branch-and-Bound Framework for the Prize-Collecting Steiner Tree and Related Problems. <i>INFORMS Journal on Computing</i>, 30(2), pp. 402-420."
"authors" => array:4 [
0 => array:3 [
"name" => "LJUBIC Ivana"
"bid" => "B00683004"
"slug" => "ljubic-ivana"
]
1 => array:1 [
"name" => "LEITNER M."
]
2 => array:1 [
"name" => "LUIPERSBECK M."
]
3 => array:1 [
"name" => "SINNL M."
]
]
"ouvrage" => ""
"keywords" => []
"updatedAt" => "2021-09-24 10:33:27"
"publicationUrl" => "https://www.researchgate.net/publication/325373192_A_Dual_Ascent-Based_Branch-and-Bound_Framework_for_the_Prize-Collecting_Steiner_Tree_and_Related_Problems"
"publicationInfo" => array:3 [
"pages" => "402-420"
"volume" => "30"
"number" => "2"
]
"type" => array:2 [
"fr" => "Articles"
"en" => "Journal articles"
]
"support_type" => array:2 [
"fr" => "Revue scientifique"
"en" => "Scientific journal"
]
"countries" => array:2 [
"fr" => null
"en" => null
]
"abstract" => array:2 [
"fr" => "We present a branch-and-bound (B&B) framework for the asymmetric prize-collecting Steiner tree problem (APCSTP). Several well-known network design problems can be transformed to the APCSTP, including the Steiner tree problem (STP), prize-collecting Steiner tree problem (PCSTP), maximum-weight connected subgraph problem (MWCS), and node-weighted Steiner tree problem (NWSTP). The main component of our framework is a new dual ascent algorithm for the rooted APCSTP, which generalizes Wong’s dual ascent algorithm for the Steiner arborescence problem. The lower bounds and dual information obtained from the algorithm are exploited within powerful bound-based reduction tests and for guiding primal heuristics. The framework is complemented by additional alternative-based reduction tests. Extensive computational results on benchmark instances for the PCSTP, MWCS, and NWSTP indicate the framework’s effectiveness, as most instances from literature are solved to optimality within seconds, including most of the (previously unsolved) largest instances from the recent DIMACS Challenge on Steiner trees. Moreover, results on new asymmetric instances for the APCSTP are reported. Since the addressed network design problems are frequently used for modeling various real-world applications (e.g., in bioinformatics), the implementation of the presented B&B framework has been made publicly available."
"en" => "We present a branch-and-bound (B&B) framework for the asymmetric prize-collecting Steiner tree problem (APCSTP). Several well-known network design problems can be transformed to the APCSTP, including the Steiner tree problem (STP), prize-collecting Steiner tree problem (PCSTP), maximum-weight connected subgraph problem (MWCS), and node-weighted Steiner tree problem (NWSTP). The main component of our framework is a new dual ascent algorithm for the rooted APCSTP, which generalizes Wong’s dual ascent algorithm for the Steiner arborescence problem. The lower bounds and dual information obtained from the algorithm are exploited within powerful bound-based reduction tests and for guiding primal heuristics. The framework is complemented by additional alternative-based reduction tests. Extensive computational results on benchmark instances for the PCSTP, MWCS, and NWSTP indicate the framework’s effectiveness, as most instances from literature are solved to optimality within seconds, including most of the (previously unsolved) largest instances from the recent DIMACS Challenge on Steiner trees. Moreover, results on new asymmetric instances for the APCSTP are reported. Since the addressed network design problems are frequently used for modeling various real-world applications (e.g., in bioinformatics), the implementation of the presented B&B framework has been made publicly available."
]
"authors_fields" => array:2 [
"fr" => "Systèmes d'Information, Data Analytics et Opérations"
"en" => "Information Systems, Data Analytics and Operations"
]
"indexedAt" => "2025-02-13T05:21:41.000Z"
]
+lang: "en"
+"_type": "_doc"
+"_score": 3.9357433
+"parent": null
}
1 => Essec\Faculty\Model\Contribution {#2348
#_index: "academ_contributions"
#_id: "562"
#_source: array:18 [
"id" => "562"
"slug" => "a-new-general-purpose-algorithm-for-mixed-integer-bilevel-linear-programs"
"yearMonth" => "2017-12"
"year" => "2017"
"title" => "A New General-Purpose Algorithm for Mixed-Integer Bilevel Linear Programs"
"description" => "FISCHETTI, M., LJUBIC, I., MONACI, M. et SINNL, M. (2017). A New General-Purpose Algorithm for Mixed-Integer Bilevel Linear Programs. <i>Operations Research</i>, 65(6), pp. 1615-1637."
"authors" => array:4 [
0 => array:3 [
"name" => "LJUBIC Ivana"
"bid" => "B00683004"
"slug" => "ljubic-ivana"
]
1 => array:1 [
"name" => "FISCHETTI M."
]
2 => array:1 [
"name" => "MONACI M."
]
3 => array:1 [
"name" => "SINNL M."
]
]
"ouvrage" => ""
"keywords" => []
"updatedAt" => "2021-09-24 10:33:27"
"publicationUrl" => "https://pubsonline.informs.org/doi/10.1287/opre.2017.1650"
"publicationInfo" => array:3 [
"pages" => "1615-1637"
"volume" => "65"
"number" => "6"
]
"type" => array:2 [
"fr" => "Articles"
"en" => "Journal articles"
]
"support_type" => array:2 [
"fr" => "Revue scientifique"
"en" => "Scientific journal"
]
"countries" => array:2 [
"fr" => null
"en" => null
]
"abstract" => array:2 [
"fr" => "Bilevel optimization problems are very challenging optimization models arising in many important practical contexts, including pricing mechanisms in the energy sector, airline and telecommunication industry, transportation networks, critical infrastructure defense, and machine learning. In this paper, we consider bilevel programs with continuous and discrete variables at both levels, with linear objectives and constraints (continuous upper level variables, if any, must not appear in the lower level problem). We propose a general-purpose branch-and-cut exact solution method based on several new classes of valid inequalities, which also exploits a very effective bilevel-specific preprocessing procedure. An extensive computational study is presented to evaluate the performance of various solution methods on a common testbed of more than 800 instances from the literature and 60 randomly generated instances. Our new algorithm consistently outperforms (often by a large margin) alternative state-of-the-art methods from the literature, including methods exploiting problem-specific information for special instance classes. In particular, it solves to optimality more than 300 previously unsolved instances from the literature. To foster research on this challenging topic, our solver is made publicly available online."
"en" => "Bilevel optimization problems are very challenging optimization models arising in many important practical contexts, including pricing mechanisms in the energy sector, airline and telecommunication industry, transportation networks, critical infrastructure defense, and machine learning. In this paper, we consider bilevel programs with continuous and discrete variables at both levels, with linear objectives and constraints (continuous upper level variables, if any, must not appear in the lower level problem). We propose a general-purpose branch-and-cut exact solution method based on several new classes of valid inequalities, which also exploits a very effective bilevel-specific preprocessing procedure. An extensive computational study is presented to evaluate the performance of various solution methods on a common testbed of more than 800 instances from the literature and 60 randomly generated instances. Our new algorithm consistently outperforms (often by a large margin) alternative state-of-the-art methods from the literature, including methods exploiting problem-specific information for special instance classes. In particular, it solves to optimality more than 300 previously unsolved instances from the literature. To foster research on this challenging topic, our solver is made publicly available online."
]
"authors_fields" => array:2 [
"fr" => "Systèmes d'Information, Data Analytics et Opérations"
"en" => "Information Systems, Data Analytics and Operations"
]
"indexedAt" => "2025-02-13T05:21:41.000Z"
]
+lang: "en"
+"_type": "_doc"
+"_score": 3.9357433
+"parent": null
}
2 => Essec\Faculty\Model\Contribution {#2350
#_index: "academ_contributions"
#_id: "564"
#_source: array:18 [
"id" => "564"
"slug" => "a-node-based-ilp-formulation-for-the-node-weighted-dominating-steiner-problem"
"yearMonth" => "2017-01"
"year" => "2017"
"title" => "A Node-Based ILP Formulation for the Node-Weighted Dominating Steiner Problem"
"description" => "BLEY, A., LJUBIC, I. et MAURER, O. (2017). A Node-Based ILP Formulation for the Node-Weighted Dominating Steiner Problem. <i>Networks</i>, 69(1), pp. 33-51."
"authors" => array:3 [
0 => array:3 [
"name" => "LJUBIC Ivana"
"bid" => "B00683004"
"slug" => "ljubic-ivana"
]
1 => array:1 [
"name" => "BLEY A."
]
2 => array:1 [
"name" => "MAURER O."
]
]
"ouvrage" => ""
"keywords" => array:6 [
0 => "Connected dominating set"
1 => "Steiner tree"
2 => "Integer programming"
3 => "Thin formulation"
4 => "Polyhedron"
5 => "Facets"
]
"updatedAt" => "2021-09-24 10:33:27"
"publicationUrl" => "https://onlinelibrary.wiley.com/doi/abs/10.1002/net.21722"
"publicationInfo" => array:3 [
"pages" => "33-51"
"volume" => "69"
"number" => "1"
]
"type" => array:2 [
"fr" => "Articles"
"en" => "Journal articles"
]
"support_type" => array:2 [
"fr" => "Revue scientifique"
"en" => "Scientific journal"
]
"countries" => array:2 [
"fr" => null
"en" => null
]
"abstract" => array:2 [
"fr" => "In this article, we consider the Node-Weighted Dominating Steiner Problem. Given a graph with node weights and a set of terminal nodes, the goal is to find a connected node-induced subgraph of minimum weight, such that each terminal node is contained in or adjacent to some node in the chosen subgraph. The problem arises in applications in the design of telecommunication networks. Integer programming formulations for Steiner problems usually employ a variable for each edge. We introduce a formulation that only uses node variables and that models connectivity through node-cut inequalities, which can be separated in polynomial time. We discuss necessary and sufficient conditions for the model inequalities to define facets and we introduce a class of lifted partition-based inequalities, which can be used to strengthen the linear relaxation. Finally, we show that the polyhedron defined by these inequalities is integral if the underlying graph is a cycle where no two terminals are adjacent. In the general cycle setting, we show that we can get a complete description of the feasible solutions by lifting and projecting into a polytope with no more than twice the dimension. We also show that the well-known indegree equalities are implied by the lifted partition inequalities. Finally, we evaluate the effectiveness of the presented partition inequalities in computational experiments."
"en" => "In this article, we consider the Node-Weighted Dominating Steiner Problem. Given a graph with node weights and a set of terminal nodes, the goal is to find a connected node-induced subgraph of minimum weight, such that each terminal node is contained in or adjacent to some node in the chosen subgraph. The problem arises in applications in the design of telecommunication networks. Integer programming formulations for Steiner problems usually employ a variable for each edge. We introduce a formulation that only uses node variables and that models connectivity through node-cut inequalities, which can be separated in polynomial time. We discuss necessary and sufficient conditions for the model inequalities to define facets and we introduce a class of lifted partition-based inequalities, which can be used to strengthen the linear relaxation. Finally, we show that the polyhedron defined by these inequalities is integral if the underlying graph is a cycle where no two terminals are adjacent. In the general cycle setting, we show that we can get a complete description of the feasible solutions by lifting and projecting into a polytope with no more than twice the dimension. We also show that the well-known indegree equalities are implied by the lifted partition inequalities. Finally, we evaluate the effectiveness of the presented partition inequalities in computational experiments."
]
"authors_fields" => array:2 [
"fr" => "Systèmes d'Information, Data Analytics et Opérations"
"en" => "Information Systems, Data Analytics and Operations"
]
"indexedAt" => "2025-02-13T05:21:41.000Z"
]
+lang: "en"
+"_type": "_doc"
+"_score": 3.9357433
+"parent": null
}
3 => Essec\Faculty\Model\Contribution {#2347
#_index: "academ_contributions"
#_id: "565"
#_source: array:18 [
"id" => "565"
"slug" => "a-node-based-layered-graph-approach-for-the-steiner-tree-problem-with-revenues-budget-and-hop-constraints"
"yearMonth" => "2016-12"
"year" => "2016"
"title" => "A Node-Based Layered Graph Approach for the Steiner Tree Problem with Revenues, Budget and Hop-Constraints"
"description" => "SINNL, M. et LJUBIC, I. (2016). A Node-Based Layered Graph Approach for the Steiner Tree Problem with Revenues, Budget and Hop-Constraints. <i>Mathematical Programming Computation</i>, 8(4), pp. 461–490."
"authors" => array:2 [
0 => array:3 [
"name" => "LJUBIC Ivana"
"bid" => "B00683004"
"slug" => "ljubic-ivana"
]
1 => array:1 [
"name" => "SINNL M."
]
]
"ouvrage" => ""
"keywords" => array:6 [
0 => "Mixed integer programming"
1 => "Exact computation"
2 => "Hop-constrained trees"
3 => "Branch-and-cut"
4 => "Layered graph"
5 => "Node-based model"
]
"updatedAt" => "2021-09-24 10:33:27"
"publicationUrl" => "https://link.springer.com/article/10.1007/s12532-016-0102-1"
"publicationInfo" => array:3 [
"pages" => "461–490"
"volume" => "8"
"number" => "4"
]
"type" => array:2 [
"fr" => "Articles"
"en" => "Journal articles"
]
"support_type" => array:2 [
"fr" => "Revue scientifique"
"en" => "Scientific journal"
]
"countries" => array:2 [
"fr" => null
"en" => null
]
"abstract" => array:2 [
"fr" => "The Steiner tree problem with revenues, budget and hop-constraints (STPRBH) is a variant of the classical Steiner tree problem. The goal is to find a tree maximizing the collected revenue, which is associated with nodes, subject to a given budget for the edge cost of the tree and a hop-limit for the distance between the given root node and any other node in that tree. In this work, we introduce a novel generic way to model hop-constrained tree problems as integer linear programs and apply it to the STPRBH. Our approach is based on the concept of layered graphs that gained widespread attention in the recent years, due to their computational advantage when compared to previous formulations for modeling hop-constraints. Contrary to previous MIP formulations based on layered graphs (that are arc-based models), our model is node-based. Thus it contains much less variables and allows to tackle large-scale instances and/or instances with large hop-limits, for which the size of arc-based layered graph models may become prohibitive. The aim of our model is to provide a good compromise between quality of root relaxation bounds and the size of the underlying MIP formulation. We implemented a branch-and-cut algorithm for the STPRBH based on our new model. Most of the instances available for the DIMACS challenge, including 78 (out of 86) previously unsolved ones, can be solved to proven optimality within a time limit of 1000 s, most of them being solved within a few seconds only. These instances contain up to 500 nodes and 12,500 edges, with hop-limit up to 25."
"en" => "The Steiner tree problem with revenues, budget and hop-constraints (STPRBH) is a variant of the classical Steiner tree problem. The goal is to find a tree maximizing the collected revenue, which is associated with nodes, subject to a given budget for the edge cost of the tree and a hop-limit for the distance between the given root node and any other node in that tree. In this work, we introduce a novel generic way to model hop-constrained tree problems as integer linear programs and apply it to the STPRBH. Our approach is based on the concept of layered graphs that gained widespread attention in the recent years, due to their computational advantage when compared to previous formulations for modeling hop-constraints. Contrary to previous MIP formulations based on layered graphs (that are arc-based models), our model is node-based. Thus it contains much less variables and allows to tackle large-scale instances and/or instances with large hop-limits, for which the size of arc-based layered graph models may become prohibitive. The aim of our model is to provide a good compromise between quality of root relaxation bounds and the size of the underlying MIP formulation. We implemented a branch-and-cut algorithm for the STPRBH based on our new model. Most of the instances available for the DIMACS challenge, including 78 (out of 86) previously unsolved ones, can be solved to proven optimality within a time limit of 1000 s, most of them being solved within a few seconds only. These instances contain up to 500 nodes and 12,500 edges, with hop-limit up to 25."
]
"authors_fields" => array:2 [
"fr" => "Systèmes d'Information, Data Analytics et Opérations"
"en" => "Information Systems, Data Analytics and Operations"
]
"indexedAt" => "2025-02-13T05:21:41.000Z"
]
+lang: "en"
+"_type": "_doc"
+"_score": 3.9357433
+"parent": null
}
4 => Essec\Faculty\Model\Contribution {#2351
#_index: "academ_contributions"
#_id: "8299"
#_source: array:18 [
"id" => "8299"
"slug" => "onlast-mile-delivery-with-autonomous-robots"
"yearMonth" => "2019-06"
"year" => "2019"
"title" => "Onlast-mile Delivery with Autonomous Robots"
"description" => "ALFANDARI, L., LJUBIC, I. et DE MELO DA SILVA, M. (2019). <i>Onlast-mile Delivery with Autonomous Robots</i>. ESSEC Business School."
"authors" => array:3 [
0 => array:3 [
"name" => "ALFANDARI Laurent"
"bid" => "B00000901"
"slug" => "alfandari-laurent"
]
1 => array:3 [
"name" => "LJUBIC Ivana"
"bid" => "B00683004"
"slug" => "ljubic-ivana"
]
2 => array:1 [
"name" => "DE MELO DA SILVA M."
]
]
"ouvrage" => ""
"keywords" => []
"updatedAt" => "2021-09-24 10:33:27"
"publicationUrl" => null
"publicationInfo" => array:3 [
"pages" => null
"volume" => null
"number" => null
]
"type" => array:2 [
"fr" => "Documents de travail"
"en" => "Working Papers"
]
"support_type" => array:2 [
"fr" => "Editeur"
"en" => "Publisher"
]
"countries" => array:2 [
"fr" => null
"en" => null
]
"abstract" => array:2 [
"fr" => null
"en" => null
]
"authors_fields" => array:2 [
"fr" => "Systèmes d'Information, Data Analytics et Opérations"
"en" => "Information Systems, Data Analytics and Operations"
]
"indexedAt" => "2025-02-13T05:21:41.000Z"
]
+lang: "en"
+"_type": "_doc"
+"_score": 3.9357433
+"parent": null
}
5 => Essec\Faculty\Model\Contribution {#2345
#_index: "academ_contributions"
#_id: "9945"
#_source: array:18 [
"id" => "9945"
"slug" => "a-memetic-algorithm-for-minimum-cost-vertex-biconnectivity-augmentation-of-graphs"
"yearMonth" => "2003-01"
"year" => "2003"
"title" => "A Memetic Algorithm for Minimum-Cost Vertex-Biconnectivity Augmentation of Graphs"
"description" => "LJUBIC, I. et RAIDL, G.R. (2003). A Memetic Algorithm for Minimum-Cost Vertex-Biconnectivity Augmentation of Graphs. <i>Journal of Heuristics</i>, 9(5), pp. 401-428."
"authors" => array:2 [
0 => array:3 [
"name" => "LJUBIC Ivana"
"bid" => "B00683004"
"slug" => "ljubic-ivana"
]
1 => array:1 [
"name" => "RAIDL Günther R."
]
]
"ouvrage" => ""
"keywords" => []
"updatedAt" => "2021-07-13 14:31:23"
"publicationUrl" => null
"publicationInfo" => array:3 [
"pages" => "401-428"
"volume" => "9"
"number" => "5"
]
"type" => array:2 [
"fr" => "Articles"
"en" => "Journal articles"
]
"support_type" => array:2 [
"fr" => "Revue scientifique"
"en" => "Scientific journal"
]
"countries" => array:2 [
"fr" => null
"en" => null
]
"abstract" => array:2 [
"fr" => null
"en" => null
]
"authors_fields" => array:2 [
"fr" => "Systèmes d'Information, Data Analytics et Opérations"
"en" => "Information Systems, Data Analytics and Operations"
]
"indexedAt" => "2025-02-13T05:21:41.000Z"
]
+lang: "en"
+"_type": "_doc"
+"_score": 3.9357433
+"parent": null
}
6 => Essec\Faculty\Model\Contribution {#2349
#_index: "academ_contributions"
#_id: "5930"
#_source: array:18 [
"id" => "5930"
"slug" => "exact-approaches-to-the-network-design-problem-with-relays"
"yearMonth" => "2015-09"
"year" => "2015"
"title" => "Exact Approaches to the Network Design Problem with Relays"
"description" => "LJUBIC, I., LEITNER, M., RUTHMAIR, M. et RIEDLER, M. (2015). Exact Approaches to the Network Design Problem with Relays. Dans: OR2015: International Conference on Operations Research."
"authors" => array:4 [
0 => array:3 [
"name" => "LJUBIC Ivana"
"bid" => "B00683004"
"slug" => "ljubic-ivana"
]
1 => array:1 [
"name" => "LEITNER M."
]
2 => array:1 [
"name" => "RUTHMAIR M."
]
3 => array:1 [
"name" => "RIEDLER M."
]
]
"ouvrage" => "OR2015: International Conference on Operations Research"
"keywords" => []
"updatedAt" => "2021-04-19 17:57:25"
"publicationUrl" => null
"publicationInfo" => array:3 [
"pages" => null
"volume" => null
"number" => null
]
"type" => array:2 [
"fr" => "Communications dans une conférence"
"en" => "Presentations at an Academic or Professional conference"
]
"support_type" => array:2 [
"fr" => null
"en" => null
]
"countries" => array:2 [
"fr" => null
"en" => null
]
"abstract" => array:2 [
"fr" => null
"en" => null
]
"authors_fields" => array:2 [
"fr" => "Systèmes d'Information, Data Analytics et Opérations"
"en" => "Information Systems, Data Analytics and Operations"
]
"indexedAt" => "2025-02-13T05:21:41.000Z"
]
+lang: "en"
+"_type": "_doc"
+"_score": 3.9357433
+"parent": null
}
7 => Essec\Faculty\Model\Contribution {#2352
#_index: "academ_contributions"
#_id: "5931"
#_source: array:18 [
"id" => "5931"
"slug" => "exact-general-purpose-solvers-for-mixed-integer-bilevel-linear-programs"
"yearMonth" => "2018-03"
"year" => "2018"
"title" => "Exact General-Purpose Solvers for Mixed-Integer Bilevel Linear Programs"
"description" => "LJUBIC, I. (2018). Exact General-Purpose Solvers for Mixed-Integer Bilevel Linear Programs. Dans: 37ème Journée Francilienne de Recherche Opérationnelle (JFRO)."
"authors" => array:1 [
0 => array:3 [
"name" => "LJUBIC Ivana"
"bid" => "B00683004"
"slug" => "ljubic-ivana"
]
]
"ouvrage" => "37ème Journée Francilienne de Recherche Opérationnelle (JFRO)"
"keywords" => []
"updatedAt" => "2021-09-24 10:33:27"
"publicationUrl" => null
"publicationInfo" => array:3 [
"pages" => null
"volume" => null
"number" => null
]
"type" => array:2 [
"fr" => "Communications dans une conférence"
"en" => "Presentations at an Academic or Professional conference"
]
"support_type" => array:2 [
"fr" => null
"en" => null
]
"countries" => array:2 [
"fr" => null
"en" => null
]
"abstract" => array:2 [
"fr" => null
"en" => null
]
"authors_fields" => array:2 [
"fr" => "Systèmes d'Information, Data Analytics et Opérations"
"en" => "Information Systems, Data Analytics and Operations"
]
"indexedAt" => "2025-02-13T05:21:41.000Z"
]
+lang: "en"
+"_type": "_doc"
+"_score": 3.9357433
+"parent": null
}
8 => Essec\Faculty\Model\Contribution {#2353
#_index: "academ_contributions"
#_id: "6044"
#_source: array:18 [
"id" => "6044"
"slug" => "generalized-benders-cuts-for-congested-facility-location"
"yearMonth" => "2016-06"
"year" => "2016"
"title" => "Generalized Benders Cuts for Congested Facility Location"
"description" => "FISCHETTI, M., LJUBIC, I. et SINNL, M. (2016). Generalized Benders Cuts for Congested Facility Location. Dans: 9th Triennial Symposium on Transportation Analysis (TRISTAN16)."
"authors" => array:3 [
0 => array:3 [
"name" => "LJUBIC Ivana"
"bid" => "B00683004"
"slug" => "ljubic-ivana"
]
1 => array:1 [
"name" => "FISCHETTI M."
]
2 => array:1 [
"name" => "SINNL M."
]
]
"ouvrage" => "9th Triennial Symposium on Transportation Analysis (TRISTAN16)"
"keywords" => []
"updatedAt" => "2021-07-13 14:31:09"
"publicationUrl" => null
"publicationInfo" => array:3 [
"pages" => null
"volume" => null
"number" => null
]
"type" => array:2 [
"fr" => "Communications dans une conférence"
"en" => "Presentations at an Academic or Professional conference"
]
"support_type" => array:2 [
"fr" => null
"en" => null
]
"countries" => array:2 [
"fr" => null
"en" => null
]
"abstract" => array:2 [
"fr" => null
"en" => null
]
"authors_fields" => array:2 [
"fr" => "Systèmes d'Information, Data Analytics et Opérations"
"en" => "Information Systems, Data Analytics and Operations"
]
"indexedAt" => "2025-02-13T05:21:41.000Z"
]
+lang: "en"
+"_type": "_doc"
+"_score": 3.9357433
+"parent": null
}
9 => Essec\Faculty\Model\Contribution {#2354
#_index: "academ_contributions"
#_id: "6213"
#_source: array:18 [
"id" => "6213"
"slug" => "interdiction-games-and-monotonicity"
"yearMonth" => "2016-11"
"year" => "2016"
"title" => "Interdiction Games and Monotonicity"
"description" => "FISCHETTI, M., LJUBIC, I., MONACI, M. et SINNL, M. (2016). Interdiction Games and Monotonicity. Dans: PGMO Days 2016."
"authors" => array:4 [
0 => array:3 [
"name" => "LJUBIC Ivana"
"bid" => "B00683004"
"slug" => "ljubic-ivana"
]
1 => array:1 [
"name" => "FISCHETTI M."
]
2 => array:1 [
"name" => "MONACI M."
]
3 => array:1 [
"name" => "SINNL M."
]
]
"ouvrage" => "PGMO Days 2016"
"keywords" => []
"updatedAt" => "2021-09-24 10:33:27"
"publicationUrl" => null
"publicationInfo" => array:3 [
"pages" => null
"volume" => null
"number" => null
]
"type" => array:2 [
"fr" => "Communications dans une conférence"
"en" => "Presentations at an Academic or Professional conference"
]
"support_type" => array:2 [
"fr" => null
"en" => null
]
"countries" => array:2 [
"fr" => null
"en" => null
]
"abstract" => array:2 [
"fr" => null
"en" => null
]
"authors_fields" => array:2 [
"fr" => "Systèmes d'Information, Data Analytics et Opérations"
"en" => "Information Systems, Data Analytics and Operations"
]
"indexedAt" => "2025-02-13T05:21:41.000Z"
]
+lang: "en"
+"_type": "_doc"
+"_score": 3.9357433
+"parent": null
}
10 => Essec\Faculty\Model\Contribution {#2355
#_index: "academ_contributions"
#_id: "6225"
#_source: array:18 [
"id" => "6225"
"slug" => "intersection-cuts-for-mixed-integer-bilevel-linear-programs"
"yearMonth" => "2016-07"
"year" => "2016"
"title" => "Intersection Cuts for Mixed-Integer Bilevel Linear Programs"
"description" => "FISCHETTI, M., LJUBIC, I., MONACI, M. et SINNL, M. (2016). Intersection Cuts for Mixed-Integer Bilevel Linear Programs. Dans: 28th European Conference on Operational Research."
"authors" => array:4 [
0 => array:3 [
"name" => "LJUBIC Ivana"
"bid" => "B00683004"
"slug" => "ljubic-ivana"
]
1 => array:1 [
"name" => "FISCHETTI M."
]
2 => array:1 [
"name" => "MONACI M."
]
3 => array:1 [
"name" => "SINNL M."
]
]
"ouvrage" => "28th European Conference on Operational Research"
"keywords" => []
"updatedAt" => "2021-07-13 14:31:09"
"publicationUrl" => null
"publicationInfo" => array:3 [
"pages" => null
"volume" => null
"number" => null
]
"type" => array:2 [
"fr" => "Communications dans une conférence"
"en" => "Presentations at an Academic or Professional conference"
]
"support_type" => array:2 [
"fr" => null
"en" => null
]
"countries" => array:2 [
"fr" => null
"en" => null
]
"abstract" => array:2 [
"fr" => null
"en" => null
]
"authors_fields" => array:2 [
"fr" => "Systèmes d'Information, Data Analytics et Opérations"
"en" => "Information Systems, Data Analytics and Operations"
]
"indexedAt" => "2025-02-13T05:21:41.000Z"
]
+lang: "en"
+"_type": "_doc"
+"_score": 3.9357433
+"parent": null
}
11 => Essec\Faculty\Model\Contribution {#2356
#_index: "academ_contributions"
#_id: "2133"
#_source: array:18 [
"id" => "2133"
"slug" => "on-the-use-of-intersection-cuts-for-bilevel-optimization"
"yearMonth" => "2018-11"
"year" => "2018"
"title" => "On the Use of Intersection Cuts for Bilevel Optimization"
"description" => "FISCHETTI, M., LJUBIC, I., MONACI, M. et SINNL, M. (2018). On the Use of Intersection Cuts for Bilevel Optimization. <i>Mathematical Programming</i>, 172(1-2), pp. 77-103."
"authors" => array:4 [
0 => array:3 [
"name" => "LJUBIC Ivana"
"bid" => "B00683004"
"slug" => "ljubic-ivana"
]
1 => array:1 [
"name" => "FISCHETTI M."
]
2 => array:1 [
"name" => "MONACI M."
]
3 => array:1 [
"name" => "SINNL M."
]
]
"ouvrage" => ""
"keywords" => []
"updatedAt" => "2021-09-24 10:33:27"
"publicationUrl" => "https://link.springer.com/article/10.1007/s10107-017-1189-5"
"publicationInfo" => array:3 [
"pages" => "77-103"
"volume" => "172"
"number" => "1-2"
]
"type" => array:2 [
"fr" => "Articles"
"en" => "Journal articles"
]
"support_type" => array:2 [
"fr" => "Revue scientifique"
"en" => "Scientific journal"
]
"countries" => array:2 [
"fr" => null
"en" => null
]
"abstract" => array:2 [
"fr" => "We address a generic mixed-integer bilevel linear program (MIBLP), i.e., a bilevel optimization problem where all objective functions and constraints are linear, and some/all variables are required to take integer values. We first propose necessary modifications needed to turn a standard branch-and-bound MILP solver into an exact and finitely-convergent MIBLP solver, also addressing MIBLP unboundedness and infeasibility. As in other approaches from the literature, our scheme is finitely-convergent in case both the leader and the follower problems are pure integer. In addition, it is capable of dealing with continuous variables both in the leader and in follower problems—provided that the leader variables influencing follower’s decisions are integer and bounded. We then introduce new classes of linear inequalities to be embedded in this branch-and-bound framework, some of which are intersection cuts based on feasible-free convex sets. We present a computational study on various classes of benchmark instances available from the literature, in which we demonstrate that our approach outperforms alternative state-of-the-art MIBLP methods."
"en" => "We address a generic mixed-integer bilevel linear program (MIBLP), i.e., a bilevel optimization problem where all objective functions and constraints are linear, and some/all variables are required to take integer values. We first propose necessary modifications needed to turn a standard branch-and-bound MILP solver into an exact and finitely-convergent MIBLP solver, also addressing MIBLP unboundedness and infeasibility. As in other approaches from the literature, our scheme is finitely-convergent in case both the leader and the follower problems are pure integer. In addition, it is capable of dealing with continuous variables both in the leader and in follower problems—provided that the leader variables influencing follower’s decisions are integer and bounded. We then introduce new classes of linear inequalities to be embedded in this branch-and-bound framework, some of which are intersection cuts based on feasible-free convex sets. We present a computational study on various classes of benchmark instances available from the literature, in which we demonstrate that our approach outperforms alternative state-of-the-art MIBLP methods."
]
"authors_fields" => array:2 [
"fr" => "Systèmes d'Information, Data Analytics et Opérations"
"en" => "Information Systems, Data Analytics and Operations"
]
"indexedAt" => "2025-02-13T05:21:41.000Z"
]
+lang: "en"
+"_type": "_doc"
+"_score": 3.9357433
+"parent": null
}
12 => Essec\Faculty\Model\Contribution {#2357
#_index: "academ_contributions"
#_id: "2182"
#_source: array:18 [
"id" => "2182"
"slug" => "outer-approximation-and-submodular-cuts-for-maximum-capture-facility-location-problems-with-random-utilities"
"yearMonth" => "2018-04"
"year" => "2018"
"title" => "Outer Approximation and Submodular Cuts for Maximum Capture Facility Location Problems with Random Utilities"
"description" => "LJUBIC, I. et MORENO, E. (2018). Outer Approximation and Submodular Cuts for Maximum Capture Facility Location Problems with Random Utilities. <i>European Journal of Operational Research</i>, 266(1), pp. 46-56."
"authors" => array:2 [
0 => array:3 [
"name" => "LJUBIC Ivana"
"bid" => "B00683004"
"slug" => "ljubic-ivana"
]
1 => array:1 [
"name" => "MORENO E."
]
]
"ouvrage" => ""
"keywords" => array:5 [
0 => "Combinatorial optimization"
1 => "Branch-and-cut"
2 => "Maximum capture"
3 => "Random utility model"
4 => "Competitive facility location"
]
"updatedAt" => "2021-09-24 10:33:27"
"publicationUrl" => "https://www.sciencedirect.com/science/article/abs/pii/S0377221717308445"
"publicationInfo" => array:3 [
"pages" => "46-56"
"volume" => "266"
"number" => "1"
]
"type" => array:2 [
"fr" => "Articles"
"en" => "Journal articles"
]
"support_type" => array:2 [
"fr" => "Revue scientifique"
"en" => "Scientific journal"
]
"countries" => array:2 [
"fr" => null
"en" => null
]
"abstract" => array:2 [
"fr" => "We consider a family of competitive facility location problems in which a “newcomer” company enters the market and has to decide where to locate a set of new facilities so as to maximize its market share. The multinomial logit model is used to estimate the captured customer demand. We propose a first branch-and-cut approach for this family of difficult mixed-integer non-linear problems. Our approach combines two types of cutting planes that exploit particular properties of the objective function: the first one are the outer-approximation cuts and the second one are the submodular cuts.The approach is computationally evaluated on three datasets from the recent literature. The obtained results show that our new branch-and-cut drastically outperforms state-of-the-art exact approaches, both in terms of the computing times, and in terms of the number of instances solved to optimality."
"en" => "We consider a family of competitive facility location problems in which a “newcomer” company enters the market and has to decide where to locate a set of new facilities so as to maximize its market share. The multinomial logit model is used to estimate the captured customer demand. We propose a first branch-and-cut approach for this family of difficult mixed-integer non-linear problems. Our approach combines two types of cutting planes that exploit particular properties of the objective function: the first one are the outer-approximation cuts and the second one are the submodular cuts.The approach is computationally evaluated on three datasets from the recent literature. The obtained results show that our new branch-and-cut drastically outperforms state-of-the-art exact approaches, both in terms of the computing times, and in terms of the number of instances solved to optimality."
]
"authors_fields" => array:2 [
"fr" => "Systèmes d'Information, Data Analytics et Opérations"
"en" => "Information Systems, Data Analytics and Operations"
]
"indexedAt" => "2025-02-13T05:21:41.000Z"
]
+lang: "en"
+"_type": "_doc"
+"_score": 3.9357433
+"parent": null
}
13 => Essec\Faculty\Model\Contribution {#2358
#_index: "academ_contributions"
#_id: "6741"
#_source: array:18 [
"id" => "6741"
"slug" => "new-branch-and-cut-algorithms-for-mixed-integer-bilevel-linear-programs"
"yearMonth" => "2019-06"
"year" => "2019"
"title" => "New Branch-and-Cut Algorithms for Mixed-Integer Bilevel Linear Programs"
"description" => "LJUBIC, I. (2019). New Branch-and-Cut Algorithms for Mixed-Integer Bilevel Linear Programs. Dans: Séminaire Parisien d'Optimisation."
"authors" => array:1 [
0 => array:3 [
"name" => "LJUBIC Ivana"
"bid" => "B00683004"
"slug" => "ljubic-ivana"
]
]
"ouvrage" => "Séminaire Parisien d'Optimisation"
"keywords" => []
"updatedAt" => "2021-09-24 10:33:27"
"publicationUrl" => null
"publicationInfo" => array:3 [
"pages" => null
"volume" => null
"number" => null
]
"type" => array:2 [
"fr" => "Communications dans une conférence"
"en" => "Presentations at an Academic or Professional conference"
]
"support_type" => array:2 [
"fr" => null
"en" => null
]
"countries" => array:2 [
"fr" => null
"en" => null
]
"abstract" => array:2 [
"fr" => null
"en" => null
]
"authors_fields" => array:2 [
"fr" => "Systèmes d'Information, Data Analytics et Opérations"
"en" => "Information Systems, Data Analytics and Operations"
]
"indexedAt" => "2025-02-13T05:21:41.000Z"
]
+lang: "en"
+"_type": "_doc"
+"_score": 3.9357433
+"parent": null
}
14 => Essec\Faculty\Model\Contribution {#2359
#_index: "academ_contributions"
#_id: "6843"
#_source: array:18 [
"id" => "6843"
"slug" => "outer-approximation-and-submodular-cuts-for-maximum-capture-facility-location-problems-with-random-utilities"
"yearMonth" => "2017-09"
"year" => "2017"
"title" => "Outer Approximation and Submodular Cuts for Maximum Capture Facility Location Problems with Random Utilities"
"description" => "LJUBIC, I. et MORENO, E. (2017). Outer Approximation and Submodular Cuts for Maximum Capture Facility Location Problems with Random Utilities. Dans: Optimization 2017 Conference."
"authors" => array:2 [
0 => array:3 [
"name" => "LJUBIC Ivana"
"bid" => "B00683004"
"slug" => "ljubic-ivana"
]
1 => array:1 [
"name" => "MORENO E."
]
]
"ouvrage" => "Optimization 2017 Conference"
"keywords" => []
"updatedAt" => "2021-09-24 10:33:27"
"publicationUrl" => null
"publicationInfo" => array:3 [
"pages" => null
"volume" => null
"number" => null
]
"type" => array:2 [
"fr" => "Communications dans une conférence"
"en" => "Presentations at an Academic or Professional conference"
]
"support_type" => array:2 [
"fr" => null
"en" => null
]
"countries" => array:2 [
"fr" => null
"en" => null
]
"abstract" => array:2 [
"fr" => null
"en" => null
]
"authors_fields" => array:2 [
"fr" => "Systèmes d'Information, Data Analytics et Opérations"
"en" => "Information Systems, Data Analytics and Operations"
]
"indexedAt" => "2025-02-13T05:21:41.000Z"
]
+lang: "en"
+"_type": "_doc"
+"_score": 3.9357433
+"parent": null
}
15 => Essec\Faculty\Model\Contribution {#2360
#_index: "academ_contributions"
#_id: "2384"
#_source: array:18 [
"id" => "2384"
"slug" => "redesigning-benders-decomposition-for-large-scale-facility-location"
"yearMonth" => "2017-07"
"year" => "2017"
"title" => "Redesigning Benders Decomposition for Large-Scale Facility Location"
"description" => "FISCHETTI, M., LJUBIC, I. et SINNL, M. (2017). Redesigning Benders Decomposition for Large-Scale Facility Location. <i>Management Science</i>, 63(7), pp. 2146-2162."
"authors" => array:3 [
0 => array:3 [
"name" => "LJUBIC Ivana"
"bid" => "B00683004"
"slug" => "ljubic-ivana"
]
1 => array:1 [
"name" => "FISCHETTI M."
]
2 => array:1 [
"name" => "SINNL M."
]
]
"ouvrage" => ""
"keywords" => []
"updatedAt" => "2021-09-24 10:33:27"
"publicationUrl" => "https://www.researchgate.net/publication/304187587_Redesigning_Benders_Decomposition_for_Large-Scale_Facility_Location"
"publicationInfo" => array:3 [
"pages" => "2146-2162"
"volume" => "63"
"number" => "7"
]
"type" => array:2 [
"fr" => "Articles"
"en" => "Journal articles"
]
"support_type" => array:2 [
"fr" => "Revue scientifique"
"en" => "Scientific journal"
]
"countries" => array:2 [
"fr" => null
"en" => null
]
"abstract" => array:2 [
"fr" => "The uncapacitated facility location (UFL) problem is one of the most famous and most studied problems in the operations research literature. Given a set of potential facility locations and a set of customers, the goal is to find a subset of facility locations to open and to allocate each customer to open facilities so that the facility opening plus customer allocation costs are minimized. In our setting, for each customer the allocation cost is assumed to be a linear or separable convex quadratic function. Motivated by recent UFL applications in business analytics, we revise approaches that work on a projected decision space and hence are intrinsically more scalable for large-scale input data. Our working hypothesis is that many of the exact (decomposition) approaches that were proposed decades ago and discarded soon after need to be redesigned to take advantage of the new hardware and software technologies. To this end, we “thin out” the classical models from the literature and use (generalized) Benders cuts to replace a huge number of allocation variables by a small number of continuous variables that model the customer allocation cost directly. Our results show that Benders decomposition allows for a significant boost in the performance of a mixed-integer programming solver. We report the optimal solution of a large set of previously unsolved benchmark instances widely used in the available literature. In particular, dramatic speedups are achieved for UFL problems with separable quadratic allocation costs, which turn out to be much easier than their linear counterparts when our approach is used."
"en" => "The uncapacitated facility location (UFL) problem is one of the most famous and most studied problems in the operations research literature. Given a set of potential facility locations and a set of customers, the goal is to find a subset of facility locations to open and to allocate each customer to open facilities so that the facility opening plus customer allocation costs are minimized. In our setting, for each customer the allocation cost is assumed to be a linear or separable convex quadratic function. Motivated by recent UFL applications in business analytics, we revise approaches that work on a projected decision space and hence are intrinsically more scalable for large-scale input data. Our working hypothesis is that many of the exact (decomposition) approaches that were proposed decades ago and discarded soon after need to be redesigned to take advantage of the new hardware and software technologies. To this end, we “thin out” the classical models from the literature and use (generalized) Benders cuts to replace a huge number of allocation variables by a small number of continuous variables that model the customer allocation cost directly. Our results show that Benders decomposition allows for a significant boost in the performance of a mixed-integer programming solver. We report the optimal solution of a large set of previously unsolved benchmark instances widely used in the available literature. In particular, dramatic speedups are achieved for UFL problems with separable quadratic allocation costs, which turn out to be much easier than their linear counterparts when our approach is used."
]
"authors_fields" => array:2 [
"fr" => "Systèmes d'Information, Data Analytics et Opérations"
"en" => "Information Systems, Data Analytics and Operations"
]
"indexedAt" => "2025-02-13T05:21:41.000Z"
]
+lang: "en"
+"_type": "_doc"
+"_score": 3.9357433
+"parent": null
}
16 => Essec\Faculty\Model\Contribution {#2361
#_index: "academ_contributions"
#_id: "2501"
#_source: array:18 [
"id" => "2501"
"slug" => "solving-minimum-cost-shared-arborescence-problems"
"yearMonth" => "2017-05"
"year" => "2017"
"title" => "Solving Minimum-Cost Shared Arborescence Problems"
"description" => "ÁLVAREZ-MIRANDA, E., LJUBIC, I., LUIPERSBECK, M. et SINNL, M. (2017). Solving Minimum-Cost Shared Arborescence Problems. <i>European Journal of Operational Research</i>, 258(3), pp. 887-901."
"authors" => array:4 [
0 => array:3 [
"name" => "LJUBIC Ivana"
"bid" => "B00683004"
"slug" => "ljubic-ivana"
]
1 => array:1 [
"name" => "ÁLVAREZ-MIRANDA E."
]
2 => array:1 [
"name" => "LUIPERSBECK M."
]
3 => array:1 [
"name" => "SINNL M."
]
]
"ouvrage" => ""
"keywords" => []
"updatedAt" => "2021-09-24 10:33:27"
"publicationUrl" => "https://doi.org/10.1016/j.ejor.2016.11.004"
"publicationInfo" => array:3 [
"pages" => "887-901"
"volume" => "258"
"number" => "3"
]
"type" => array:2 [
"fr" => "Articles"
"en" => "Journal articles"
]
"support_type" => array:2 [
"fr" => "Revue scientifique"
"en" => "Scientific journal"
]
"countries" => array:2 [
"fr" => null
"en" => null
]
"abstract" => array:2 [
"fr" => "In this work, we consider the minimum-cost shared Steiner arborescence problem (SStA). In this problem, the goal is to find a minimum-cost subgraph, which is shared among multiple entities and each entity is able to establish a cost-efficient Steiner arborescence. The SStA has been recently used in the literature to establish shared functional modules in protein-protein interaction networks. We propose a cut-based formulation for the problem, and design two exact algorithmic approaches: one based on the separation of connectivity cut inequalities, and the other corresponding to a Benders decomposition of the former model. Both approaches are enhanced by various techniques, including (i) preprocessing, (ii) stabilized cut generation, (iii) primal heuristics, and (iv) cut management. These two algorithmic alternatives are computationally evaluated and compared with a previously proposed flow- based formulation. We illustrate the effectiveness of the algorithms on two types of instances derived from protein-protein interaction networks (available from the previous literature) and from telecommunication access networks."
"en" => "In this work, we consider the minimum-cost shared Steiner arborescence problem (SStA). In this problem, the goal is to find a minimum-cost subgraph, which is shared among multiple entities and each entity is able to establish a cost-efficient Steiner arborescence. The SStA has been recently used in the literature to establish shared functional modules in protein-protein interaction networks. We propose a cut-based formulation for the problem, and design two exact algorithmic approaches: one based on the separation of connectivity cut inequalities, and the other corresponding to a Benders decomposition of the former model. Both approaches are enhanced by various techniques, including (i) preprocessing, (ii) stabilized cut generation, (iii) primal heuristics, and (iv) cut management. These two algorithmic alternatives are computationally evaluated and compared with a previously proposed flow- based formulation. We illustrate the effectiveness of the algorithms on two types of instances derived from protein-protein interaction networks (available from the previous literature) and from telecommunication access networks."
]
"authors_fields" => array:2 [
"fr" => "Systèmes d'Information, Data Analytics et Opérations"
"en" => "Information Systems, Data Analytics and Operations"
]
"indexedAt" => "2025-02-13T05:21:41.000Z"
]
+lang: "en"
+"_type": "_doc"
+"_score": 3.9357433
+"parent": null
}
17 => Essec\Faculty\Model\Contribution {#2362
#_index: "academ_contributions"
#_id: "2517"
#_source: array:18 [
"id" => "2517"
"slug" => "stochastic-survivable-network-design-problems-theory-and-practice"
"yearMonth" => "2017-01"
"year" => "2017"
"title" => "Stochastic Survivable Network Design Problems: Theory and Practice"
"description" => "LJUBIC, I., MUTZEL, P. et ZEY, B. (2017). Stochastic Survivable Network Design Problems: Theory and Practice. <i>European Journal of Operational Research</i>, 256(2), pp. 333-348."
"authors" => array:3 [
0 => array:3 [
"name" => "LJUBIC Ivana"
"bid" => "B00683004"
"slug" => "ljubic-ivana"
]
1 => array:1 [
"name" => "MUTZEL P."
]
2 => array:1 [
"name" => "ZEY B."
]
]
"ouvrage" => ""
"keywords" => []
"updatedAt" => "2021-09-24 10:33:27"
"publicationUrl" => "https://doi.org/10.1016/j.ejor.2016.06.048"
"publicationInfo" => array:3 [
"pages" => "333-348"
"volume" => "256"
"number" => "2"
]
"type" => array:2 [
"fr" => "Articles"
"en" => "Journal articles"
]
"support_type" => array:2 [
"fr" => "Revue scientifique"
"en" => "Scientific journal"
]
"countries" => array:2 [
"fr" => null
"en" => null
]
"abstract" => array:2 [
"fr" => "We study survivable network design problems with edge-connectivity requirements under a two-stage stochastic model with recourse and finitely many scenarios. For the formulation in the natural space of edge variables we show that facet defining inequalities of the underlying polytope can be derived from the deterministic counterparts. Moreover, by using graph orientation properties we introduce stronger cut-based formulations. For solving the proposed mixed integer programing models, we suggest a two- stage branch&cut algorithm based on a decomposed model. In order to accelerate the computations, we suggest a new technique for strengthening the decomposed L-shaped optimality cuts which is computa- tionally fast and easy to implement. A computational study shows the benefit of the decomposition and the cut strengthening –which significantly reduces the number of master iterations and the computa- tional running time. Moreover, we evaluate the stability of the scenario generation method and analyze the value of the stochastic solution."
"en" => "We study survivable network design problems with edge-connectivity requirements under a two-stage stochastic model with recourse and finitely many scenarios. For the formulation in the natural space of edge variables we show that facet defining inequalities of the underlying polytope can be derived from the deterministic counterparts. Moreover, by using graph orientation properties we introduce stronger cut-based formulations. For solving the proposed mixed integer programing models, we suggest a two- stage branch&cut algorithm based on a decomposed model. In order to accelerate the computations, we suggest a new technique for strengthening the decomposed L-shaped optimality cuts which is computa- tionally fast and easy to implement. A computational study shows the benefit of the decomposition and the cut strengthening –which significantly reduces the number of master iterations and the computa- tional running time. Moreover, we evaluate the stability of the scenario generation method and analyze the value of the stochastic solution."
]
"authors_fields" => array:2 [
"fr" => "Systèmes d'Information, Data Analytics et Opérations"
"en" => "Information Systems, Data Analytics and Operations"
]
"indexedAt" => "2025-02-13T05:21:41.000Z"
]
+lang: "en"
+"_type": "_doc"
+"_score": 3.9357433
+"parent": null
}
18 => Essec\Faculty\Model\Contribution {#2363
#_index: "academ_contributions"
#_id: "7146"
#_source: array:18 [
"id" => "7146"
"slug" => "solving-minimum-cost-shared-arborescence-problems"
"yearMonth" => "2016-03"
"year" => "2016"
"title" => "Solving Minimum cost Shared Arborescence Problems"
"description" => "LJUBIC, I., ALVAREZ-MIRANDA, E., LUIPERSBECK, M. et SINNL, M. (2016). Solving Minimum cost Shared Arborescence Problems. Dans: Thirteenth INFORMS Telecommunications Conference."
"authors" => array:4 [
0 => array:3 [
"name" => "LJUBIC Ivana"
"bid" => "B00683004"
"slug" => "ljubic-ivana"
]
1 => array:1 [
"name" => "ALVAREZ-MIRANDA E."
]
2 => array:1 [
"name" => "LUIPERSBECK M."
]
3 => array:1 [
"name" => "SINNL M."
]
]
"ouvrage" => "Thirteenth INFORMS Telecommunications Conference"
"keywords" => []
"updatedAt" => "2021-04-19 17:57:25"
"publicationUrl" => null
"publicationInfo" => array:3 [
"pages" => null
"volume" => null
"number" => null
]
"type" => array:2 [
"fr" => "Communications dans une conférence"
"en" => "Presentations at an Academic or Professional conference"
]
"support_type" => array:2 [
"fr" => null
"en" => null
]
"countries" => array:2 [
"fr" => null
"en" => null
]
"abstract" => array:2 [
"fr" => null
"en" => null
]
"authors_fields" => array:2 [
"fr" => "Systèmes d'Information, Data Analytics et Opérations"
"en" => "Information Systems, Data Analytics and Operations"
]
"indexedAt" => "2025-02-13T05:21:41.000Z"
]
+lang: "en"
+"_type": "_doc"
+"_score": 3.9357433
+"parent": null
}
19 => Essec\Faculty\Model\Contribution {#2364
#_index: "academ_contributions"
#_id: "7147"
#_source: array:18 [
"id" => "7147"
"slug" => "solving-minimum-cost-shared-arborescence-problems"
"yearMonth" => "2016-07"
"year" => "2016"
"title" => "Solving Minimum-Cost Shared Arborescence Problems"
"description" => "ÁLVAREZ-MIRANDA, E., LJUBIC, I., LUIPERSBECK, M. et SINNL, M. (2016). Solving Minimum-Cost Shared Arborescence Problems. Dans: 28th European Conference on Operational Research."
"authors" => array:4 [
0 => array:3 [
"name" => "LJUBIC Ivana"
"bid" => "B00683004"
"slug" => "ljubic-ivana"
]
1 => array:1 [
"name" => "ÁLVAREZ-MIRANDA E."
]
2 => array:1 [
"name" => "LUIPERSBECK M."
]
3 => array:1 [
"name" => "SINNL M."
]
]
"ouvrage" => "28th European Conference on Operational Research"
"keywords" => []
"updatedAt" => "2021-07-13 14:31:12"
"publicationUrl" => null
"publicationInfo" => array:3 [
"pages" => null
"volume" => null
"number" => null
]
"type" => array:2 [
"fr" => "Communications dans une conférence"
"en" => "Presentations at an Academic or Professional conference"
]
"support_type" => array:2 [
"fr" => null
"en" => null
]
"countries" => array:2 [
"fr" => null
"en" => null
]
"abstract" => array:2 [
"fr" => null
"en" => null
]
"authors_fields" => array:2 [
"fr" => "Systèmes d'Information, Data Analytics et Opérations"
"en" => "Information Systems, Data Analytics and Operations"
]
"indexedAt" => "2025-02-13T05:21:41.000Z"
]
+lang: "en"
+"_type": "_doc"
+"_score": 3.9357433
+"parent": null
}
20 => Essec\Faculty\Model\Contribution {#2365
#_index: "academ_contributions"
#_id: "7148"
#_source: array:18 [
"id" => "7148"
"slug" => "solving-minimum-cost-shared-arborescence-problems"
"yearMonth" => "2016-03"
"year" => "2016"
"title" => "Solving Minimum-Cost Shared Arborescence Problems"
"description" => "LEITNER, M., LJUBIC, I., LUIPERSBECK, M. et SINNL, M. (2016). Solving Minimum-Cost Shared Arborescence Problems. Dans: INFORMS Telecommunications Conference 2016."
"authors" => array:4 [
0 => array:3 [
"name" => "LJUBIC Ivana"
"bid" => "B00683004"
"slug" => "ljubic-ivana"
]
1 => array:1 [
"name" => "LEITNER M."
]
2 => array:1 [
"name" => "LUIPERSBECK M."
]
3 => array:1 [
"name" => "SINNL M."
]
]
"ouvrage" => "INFORMS Telecommunications Conference 2016"
"keywords" => []
"updatedAt" => "2021-07-13 14:31:12"
"publicationUrl" => null
"publicationInfo" => array:3 [
"pages" => null
"volume" => null
"number" => null
]
"type" => array:2 [
"fr" => "Communications dans une conférence"
"en" => "Presentations at an Academic or Professional conference"
]
"support_type" => array:2 [
"fr" => null
"en" => null
]
"countries" => array:2 [
"fr" => null
"en" => null
]
"abstract" => array:2 [
"fr" => null
"en" => null
]
"authors_fields" => array:2 [
"fr" => "Systèmes d'Information, Data Analytics et Opérations"
"en" => "Information Systems, Data Analytics and Operations"
]
"indexedAt" => "2025-02-13T05:21:41.000Z"
]
+lang: "en"
+"_type": "_doc"
+"_score": 3.9357433
+"parent": null
}
21 => Essec\Faculty\Model\Contribution {#2366
#_index: "academ_contributions"
#_id: "7333"
#_source: array:18 [
"id" => "7333"
"slug" => "the-generalized-regenerator-location-problem"
"yearMonth" => "2016-03"
"year" => "2016"
"title" => "The Generalized Regenerator Location Problem"
"description" => "CHEN, S., LJUBIC, I. et RAGHAVAN, S. (2016). The Generalized Regenerator Location Problem. Dans: 13th INFORMS Telecommunications Conference 2016."
"authors" => array:3 [
0 => array:3 [
"name" => "LJUBIC Ivana"
"bid" => "B00683004"
"slug" => "ljubic-ivana"
]
1 => array:1 [
"name" => "CHEN S."
]
2 => array:1 [
"name" => "RAGHAVAN S."
]
]
"ouvrage" => "13th INFORMS Telecommunications Conference 2016"
"keywords" => []
"updatedAt" => "2021-07-13 14:31:12"
"publicationUrl" => null
"publicationInfo" => array:3 [
"pages" => null
"volume" => null
"number" => null
]
"type" => array:2 [
"fr" => "Communications dans une conférence"
"en" => "Presentations at an Academic or Professional conference"
]
"support_type" => array:2 [
"fr" => null
"en" => null
]
"countries" => array:2 [
"fr" => null
"en" => null
]
"abstract" => array:2 [
"fr" => null
"en" => null
]
"authors_fields" => array:2 [
"fr" => "Systèmes d'Information, Data Analytics et Opérations"
"en" => "Information Systems, Data Analytics and Operations"
]
"indexedAt" => "2025-02-13T05:21:41.000Z"
]
+lang: "en"
+"_type": "_doc"
+"_score": 3.9357433
+"parent": null
}
22 => Essec\Faculty\Model\Contribution {#2367
#_index: "academ_contributions"
#_id: "2705"
#_source: array:18 [
"id" => "2705"
"slug" => "the-recoverable-robust-facility-location-problem"
"yearMonth" => "2015-09"
"year" => "2015"
"title" => "The Recoverable Robust Facility Location Problem"
"description" => "ÁLVAREZ-MIRANDA, E., FERNÁNDEZ, E. et LJUBIC, I. (2015). The Recoverable Robust Facility Location Problem. <i>Transportation Research Part B: Methodological</i>, 79(1), pp. 93-120."
"authors" => array:3 [
0 => array:3 [
"name" => "LJUBIC Ivana"
"bid" => "B00683004"
"slug" => "ljubic-ivana"
]
1 => array:1 [
"name" => "ÁLVAREZ-MIRANDA E."
]
2 => array:1 [
"name" => "FERNÁNDEZ E."
]
]
"ouvrage" => ""
"keywords" => array:4 [
0 => "Facility location"
1 => "Two-stage robust optimization"
2 => "Branch-and-cut"
3 => "L-shaped cuts"
]
"updatedAt" => "2021-02-02 16:16:18"
"publicationUrl" => "https://www.sciencedirect.com/science/article/abs/pii/S0191261515001228"
"publicationInfo" => array:3 [
"pages" => "93-120"
"volume" => "79"
"number" => "1"
]
"type" => array:2 [
"fr" => "Articles"
"en" => "Journal articles"
]
"support_type" => array:2 [
"fr" => "Revue scientifique"
"en" => "Scientific journal"
]
"countries" => array:2 [
"fr" => null
"en" => null
]
"abstract" => array:2 [
"fr" => """
This work deals with a facility location problem in which location and allocation (transportation) policy is defined in two stages such that a first-stage solution should be robust against the possible realizations (scenarios) of the input data that can only be revealed in a second stage. This solution should be robust enough so that it can be recovered promptly and at low cost in the second stage. In contrast to some related modeling approaches from the literature, this new recoverable robust model is more general in terms of the considered data uncertainty; it can address situations in which uncertainty may be present in any of the following four categories: provider-side uncertainty, receiver-side uncertainty, uncertainty in-between, and uncertainty with respect to the cost parameters.\n
For this novel problem, a sophisticated branch-and-cut framework based on Benders decomposition is designed and complemented by several non-trivial enhancements, including scenario sorting, dual lifting, branching priorities, matheuristics and zero-half cuts. Two large sets of instances that incorporate spatial and demographic information of countries such as Germany and US (transportation) and Bangladesh and the Philippines (disaster management) are introduced. They are used to analyze in detail the characteristics of the proposed model and the obtained solutions as well as the effectiveness, behavior and limitations of the designed algorithm.
"""
"en" => """
This work deals with a facility location problem in which location and allocation (transportation) policy is defined in two stages such that a first-stage solution should be robust against the possible realizations (scenarios) of the input data that can only be revealed in a second stage. This solution should be robust enough so that it can be recovered promptly and at low cost in the second stage. In contrast to some related modeling approaches from the literature, this new recoverable robust model is more general in terms of the considered data uncertainty; it can address situations in which uncertainty may be present in any of the following four categories: provider-side uncertainty, receiver-side uncertainty, uncertainty in-between, and uncertainty with respect to the cost parameters.\n
For this novel problem, a sophisticated branch-and-cut framework based on Benders decomposition is designed and complemented by several non-trivial enhancements, including scenario sorting, dual lifting, branching priorities, matheuristics and zero-half cuts. Two large sets of instances that incorporate spatial and demographic information of countries such as Germany and US (transportation) and Bangladesh and the Philippines (disaster management) are introduced. They are used to analyze in detail the characteristics of the proposed model and the obtained solutions as well as the effectiveness, behavior and limitations of the designed algorithm.
"""
]
"authors_fields" => array:2 [
"fr" => "Systèmes d'Information, Data Analytics et Opérations"
"en" => "Information Systems, Data Analytics and Operations"
]
"indexedAt" => "2025-02-13T05:21:41.000Z"
]
+lang: "en"
+"_type": "_doc"
+"_score": 3.9357433
+"parent": null
}
23 => Essec\Faculty\Model\Contribution {#2368
#_index: "academ_contributions"
#_id: "2744"
#_source: array:18 [
"id" => "2744"
"slug" => "thinning-out-steiner-trees-a-node-based-model-for-uniform-edge-costs"
"yearMonth" => "2017-06"
"year" => "2017"
"title" => "Thinning out Steiner Trees: A Node-Based Model for Uniform Edge Costs"
"description" => "FISCHETTI, M., LEITNER, M., LJUBIC, I., LUIPERSBECK, M., MONACI, M. et RESCH, M. (2017). Thinning out Steiner Trees: A Node-Based Model for Uniform Edge Costs. <i>Mathematical Programming Computation</i>, 9(2), pp. 203-229."
"authors" => array:6 [
0 => array:3 [
"name" => "LJUBIC Ivana"
"bid" => "B00683004"
"slug" => "ljubic-ivana"
]
1 => array:1 [
"name" => "FISCHETTI M."
]
2 => array:1 [
"name" => "LEITNER M."
]
3 => array:1 [
"name" => "LUIPERSBECK M."
]
4 => array:1 [
"name" => "MONACI M."
]
5 => array:1 [
"name" => "RESCH M."
]
]
"ouvrage" => ""
"keywords" => []
"updatedAt" => "2021-09-24 10:33:27"
"publicationUrl" => "https://link.springer.com/article/10.1007/s12532-016-0111-0"
"publicationInfo" => array:3 [
"pages" => "203-229"
"volume" => "9"
"number" => "2"
]
"type" => array:2 [
"fr" => "Articles"
"en" => "Journal articles"
]
"support_type" => array:2 [
"fr" => "Revue scientifique"
"en" => "Scientific journal"
]
"countries" => array:2 [
"fr" => null
"en" => null
]
"abstract" => array:2 [
"fr" => "The Steiner tree problem is a challenging NP-hard problem. Many hard instances of this problem are publicly available, that are still unsolved by state-of-the-art branch-and-cut codes. A typical strategy to attack these instances is to enrich the polyhedral description of the problem, and/or to implement more and more sophisticated separation procedures and branching strategies. In this paper we investigate the opposite viewpoint, and try to make the solution method as simple as possible while working on the modeling side. Our working hypothesis is that the extreme hardness of some classes of instances mainly comes from over-modeling, and that some instances can become quite easy to solve when a simpler model is considered. In other words, we aim at “thinning out” the usual models for the sake of getting a more agile framework. In particular, we focus on a model that only involves node variables, which is rather appealing for the “uniform” cases where all edges have the same cost. In our computational study, we first show that this new model allows one to quickly produce very good (sometimes proven optimal) solutions for notoriously hard instances from the literature. In some cases, our approach takes just few seconds to prove optimality for instances never solved (even after days of computation) by the standard methods. Moreover, we report improved solutions for several SteinLib instances, including the (in)famous hypercube ones. We also demonstrate how to build a unified solver on top of the new node-based model and the previous state-of-the-art model (defined in the space of arc and node variables). The solver relies on local branching, initialization heuristics, preprocessing and local search procedures. A filtering mechanism is applied to automatically select the best algorithmic ingredients for each instance individually. The presented solver is the winner of the DIMACS Challenge on Steiner trees in most of the considered categories."
"en" => "The Steiner tree problem is a challenging NP-hard problem. Many hard instances of this problem are publicly available, that are still unsolved by state-of-the-art branch-and-cut codes. A typical strategy to attack these instances is to enrich the polyhedral description of the problem, and/or to implement more and more sophisticated separation procedures and branching strategies. In this paper we investigate the opposite viewpoint, and try to make the solution method as simple as possible while working on the modeling side. Our working hypothesis is that the extreme hardness of some classes of instances mainly comes from over-modeling, and that some instances can become quite easy to solve when a simpler model is considered. In other words, we aim at “thinning out” the usual models for the sake of getting a more agile framework. In particular, we focus on a model that only involves node variables, which is rather appealing for the “uniform” cases where all edges have the same cost. In our computational study, we first show that this new model allows one to quickly produce very good (sometimes proven optimal) solutions for notoriously hard instances from the literature. In some cases, our approach takes just few seconds to prove optimality for instances never solved (even after days of computation) by the standard methods. Moreover, we report improved solutions for several SteinLib instances, including the (in)famous hypercube ones. We also demonstrate how to build a unified solver on top of the new node-based model and the previous state-of-the-art model (defined in the space of arc and node variables). The solver relies on local branching, initialization heuristics, preprocessing and local search procedures. A filtering mechanism is applied to automatically select the best algorithmic ingredients for each instance individually. The presented solver is the winner of the DIMACS Challenge on Steiner trees in most of the considered categories."
]
"authors_fields" => array:2 [
"fr" => "Systèmes d'Information, Data Analytics et Opérations"
"en" => "Information Systems, Data Analytics and Operations"
]
"indexedAt" => "2025-02-13T05:21:41.000Z"
]
+lang: "en"
+"_type": "_doc"
+"_score": 3.9357433
+"parent": null
}
24 => Essec\Faculty\Model\Contribution {#2369
#_index: "academ_contributions"
#_id: "2746"
#_source: array:18 [
"id" => "2746"
"slug" => "tighter-mip-models-for-barge-container-ship-routing"
"yearMonth" => "2019-01"
"year" => "2019"
"title" => "Tighter MIP models for Barge Container Ship Routing"
"description" => "ALFANDARI, L., DAVIDOVIC, T., FURINI, F., LJUBIC, I., MARAS, V. et MARTIN, S. (2019). Tighter MIP models for Barge Container Ship Routing. <i>Omega</i>, 82, pp. 38-54."
"authors" => array:6 [
0 => array:3 [
"name" => "ALFANDARI Laurent"
"bid" => "B00000901"
"slug" => "alfandari-laurent"
]
1 => array:3 [
"name" => "LJUBIC Ivana"
"bid" => "B00683004"
"slug" => "ljubic-ivana"
]
2 => array:1 [
"name" => "DAVIDOVIC Tatjana"
]
3 => array:1 [
"name" => "FURINI Fabio"
]
4 => array:1 [
"name" => "MARAS Vladislav"
]
5 => array:1 [
"name" => "MARTIN Sébastien"
]
]
"ouvrage" => ""
"keywords" => array:5 [
0 => "Containers"
1 => "Programmation linéaire"
2 => "Repositionnement"
3 => "Routage"
4 => "Transport"
]
"updatedAt" => "2022-10-10 15:01:07"
"publicationUrl" => "https://doi.org/10.1016/j.omega.2017.12.002"
"publicationInfo" => array:3 [
"pages" => "38-54"
"volume" => "82"
"number" => ""
]
"type" => array:2 [
"fr" => "Articles"
"en" => "Journal articles"
]
"support_type" => array:2 [
"fr" => "Revue scientifique"
"en" => "Scientific journal"
]
"countries" => array:2 [
"fr" => null
"en" => null
]
"abstract" => array:2 [
"fr" => "On considère la conception d'une ligne de transport fluvial devant décider à quels ports s'arrêter pour transporter des demandes de containers entre ports. Les nouveaux modèles proposés surpassent les modèles existants de la littérature. Ils exploitent la structure en ligne du routage en modélisant ce dernier par des variables associées aux noeuds (ports), et intègrent des variables associées soit aux arcs soit aux noeuds du réseau de transport pour le repositionnement des containers vides. Ce dernier modèle est le plus performant, particulièrement dans le cas de demandes non sécables."
"en" => "We consider Barge Container Ship Routing with empty container repositioning. We design new MIP formulations that outperfom state-of-the-art models. The new models exploit the line structure of inland waterway transportation by modeling routing with node variables, and consider either node or arc variables for empty containers. The second formulation reveals to be the most efficient one, especially for unsplittable demands. We also optimize the turnaround time or size of the fleet."
]
"authors_fields" => array:2 [
"fr" => "Systèmes d'Information, Data Analytics et Opérations"
"en" => "Information Systems, Data Analytics and Operations"
]
"indexedAt" => "2025-02-13T05:21:41.000Z"
]
+lang: "en"
+"_type": "_doc"
+"_score": 3.9357433
+"parent": null
}
25 => Essec\Faculty\Model\Contribution {#2370
#_index: "academ_contributions"
#_id: "10344"
#_source: array:18 [
"id" => "10344"
"slug" => "obtaining-optimal-k-cardinality-trees-fast"
"yearMonth" => "2009-01"
"year" => "2009"
"title" => "Obtaining optimal k-cardinality trees fast"
"description" => "LJUBIC, I., CHIMANI, M., KANDYBA, M. et MUTZEL, P. (2009). Obtaining optimal k-cardinality trees fast. <i>ACM Journal of Experimental Algorithmics (JEA)</i>, 14(5), pp. 5.1-5.23."
"authors" => array:4 [
0 => array:3 [
"name" => "LJUBIC Ivana"
"bid" => "B00683004"
"slug" => "ljubic-ivana"
]
1 => array:1 [
"name" => "CHIMANI Markus"
]
2 => array:1 [
"name" => "KANDYBA Maria"
]
3 => array:1 [
"name" => "MUTZEL Petra"
]
]
"ouvrage" => ""
"keywords" => []
"updatedAt" => "2021-07-13 14:31:32"
"publicationUrl" => null
"publicationInfo" => array:3 [
"pages" => "5.1-5.23"
"volume" => "14"
"number" => "5"
]
"type" => array:2 [
"fr" => "Articles"
"en" => "Journal articles"
]
"support_type" => array:2 [
"fr" => "Revue scientifique"
"en" => "Scientific journal"
]
"countries" => array:2 [
"fr" => null
"en" => null
]
"abstract" => array:2 [
"fr" => null
"en" => null
]
"authors_fields" => array:2 [
"fr" => "Systèmes d'Information, Data Analytics et Opérations"
"en" => "Information Systems, Data Analytics and Operations"
]
"indexedAt" => "2025-02-13T05:21:41.000Z"
]
+lang: "en"
+"_type": "_doc"
+"_score": 3.9357433
+"parent": null
}
26 => Essec\Faculty\Model\Contribution {#2371
#_index: "academ_contributions"
#_id: "10519"
#_source: array:18 [
"id" => "10519"
"slug" => "the-maximum-weight-connected-subgraph-problem"
"yearMonth" => "2013-01"
"year" => "2013"
"title" => "The Maximum Weight Connected Subgraph Problem"
"description" => "LJUBIC, I., ALVAREZ-MIRANDA, E. et MUTZEL, P. (2013). The Maximum Weight Connected Subgraph Problem. Dans: <i>Facets of Combinatorial Optimization</i>. 1st ed. Springer, pp. 245-270."
"authors" => array:3 [
0 => array:3 [
"name" => "LJUBIC Ivana"
"bid" => "B00683004"
"slug" => "ljubic-ivana"
]
1 => array:1 [
"name" => "ALVAREZ-MIRANDA Eduardo"
]
2 => array:1 [
"name" => "MUTZEL Petra"
]
]
"ouvrage" => "Facets of Combinatorial Optimization"
"keywords" => []
"updatedAt" => "2023-01-27 15:07:41"
"publicationUrl" => null
"publicationInfo" => array:3 [
"pages" => "245-270"
"volume" => ""
"number" => ""
]
"type" => array:2 [
"fr" => "Chapitres"
"en" => "Book chapters"
]
"support_type" => array:2 [
"fr" => "Editeur"
"en" => "Publisher"
]
"countries" => array:2 [
"fr" => null
"en" => null
]
"abstract" => array:2 [
"fr" => ""
"en" => ""
]
"authors_fields" => array:2 [
"fr" => "Systèmes d'Information, Data Analytics et Opérations"
"en" => "Information Systems, Data Analytics and Operations"
]
"indexedAt" => "2025-02-13T05:21:41.000Z"
]
+lang: "en"
+"_type": "_doc"
+"_score": 3.9357433
+"parent": null
}
27 => Essec\Faculty\Model\Contribution {#2372
#_index: "academ_contributions"
#_id: "10643"
#_source: array:18 [
"id" => "10643"
"slug" => "operations-research-proceedings-2015"
"yearMonth" => "2016-07"
"year" => "2016"
"title" => "Operations Research Proceedings 2015"
"description" => "LJUBIC, I., DOERNER, K., TRAGLER, G. et PFLUG, G. [Eds] (2016). <i>Operations Research Proceedings 2015</i>. Springer."
"authors" => array:4 [
0 => array:3 [
"name" => "LJUBIC Ivana"
"bid" => "B00683004"
"slug" => "ljubic-ivana"
]
1 => array:1 [
"name" => "DOERNER Karl"
]
2 => array:1 [
"name" => "TRAGLER Gernot"
]
3 => array:1 [
"name" => "PFLUG Georg"
]
]
"ouvrage" => ""
"keywords" => []
"updatedAt" => "2023-01-27 15:06:47"
"publicationUrl" => null
"publicationInfo" => array:3 [
"pages" => ""
"volume" => ""
"number" => ""
]
"type" => array:2 [
"fr" => "Direction d'ouvrage"
"en" => "Book editor"
]
"support_type" => array:2 [
"fr" => "Editeur"
"en" => "Publisher"
]
"countries" => array:2 [
"fr" => null
"en" => null
]
"abstract" => array:2 [
"fr" => ""
"en" => ""
]
"authors_fields" => array:2 [
"fr" => "Systèmes d'Information, Data Analytics et Opérations"
"en" => "Information Systems, Data Analytics and Operations"
]
"indexedAt" => "2025-02-13T05:21:41.000Z"
]
+lang: "en"
+"_type": "_doc"
+"_score": 3.9357433
+"parent": null
}
28 => Essec\Faculty\Model\Contribution {#2373
#_index: "academ_contributions"
#_id: "10720"
#_source: array:18 [
"id" => "10720"
"slug" => "a-new-bilevel-approach-for-the-k-vertex-cut-problem"
"yearMonth" => "2019-10"
"year" => "2019"
"title" => "A New Bilevel Approach for the K-vertex Cut Problem"
"description" => "FURINI, F., LJUBIC, I., MALAGUTI, E. et PARONUZZI, P. (2019). A New Bilevel Approach for the K-vertex Cut Problem. Dans: 2019 INFORMS Annual Meeting."
"authors" => array:4 [
0 => array:3 [
"name" => "LJUBIC Ivana"
"bid" => "B00683004"
"slug" => "ljubic-ivana"
]
1 => array:1 [
"name" => "FURINI Fabio"
]
2 => array:1 [
"name" => "MALAGUTI Enrico"
]
3 => array:1 [
"name" => "PARONUZZI Paolo"
]
]
"ouvrage" => "2019 INFORMS Annual Meeting"
"keywords" => []
"updatedAt" => "2021-09-24 10:33:27"
"publicationUrl" => null
"publicationInfo" => array:3 [
"pages" => null
"volume" => null
"number" => null
]
"type" => array:2 [
"fr" => "Communications dans une conférence"
"en" => "Presentations at an Academic or Professional conference"
]
"support_type" => array:2 [
"fr" => null
"en" => null
]
"countries" => array:2 [
"fr" => null
"en" => null
]
"abstract" => array:2 [
"fr" => null
"en" => null
]
"authors_fields" => array:2 [
"fr" => "Systèmes d'Information, Data Analytics et Opérations"
"en" => "Information Systems, Data Analytics and Operations"
]
"indexedAt" => "2025-02-13T05:21:41.000Z"
]
+lang: "en"
+"_type": "_doc"
+"_score": 3.9357433
+"parent": null
}
29 => Essec\Faculty\Model\Contribution {#2374
#_index: "academ_contributions"
#_id: "10846"
#_source: array:18 [
"id" => "10846"
"slug" => "une-methode-exacte-pour-le-probleme-dassortiment-optimal-avec-modele-de-choix-nested-logit"
"yearMonth" => "2020-02"
"year" => "2020"
"title" => "Une méthode exacte pour le problème d'assortiment optimal avec modèle de choix nested-logit"
"description" => "ALFANDARI, L., HASSANZADEH, A. et LJUBIC, I. (2020). Une méthode exacte pour le problème d'assortiment optimal avec modèle de choix nested-logit. Dans: 21st ROADEF 2020."
"authors" => array:3 [
0 => array:3 [
"name" => "ALFANDARI Laurent"
"bid" => "B00000901"
"slug" => "alfandari-laurent"
]
1 => array:3 [
"name" => "LJUBIC Ivana"
"bid" => "B00683004"
"slug" => "ljubic-ivana"
]
2 => array:1 [
"name" => "HASSANZADEH Alborz"
]
]
"ouvrage" => "21st ROADEF 2020"
"keywords" => []
"updatedAt" => "2021-09-24 10:33:27"
"publicationUrl" => null
"publicationInfo" => array:3 [
"pages" => null
"volume" => null
"number" => null
]
"type" => array:2 [
"fr" => "Communications dans une conférence"
"en" => "Presentations at an Academic or Professional conference"
]
"support_type" => array:2 [
"fr" => null
"en" => null
]
"countries" => array:2 [
"fr" => null
"en" => null
]
"abstract" => array:2 [
"fr" => null
"en" => null
]
"authors_fields" => array:2 [
"fr" => "Management des opérations"
"en" => "Operations Management"
]
"indexedAt" => "2025-02-13T05:21:41.000Z"
]
+lang: "en"
+"_type": "_doc"
+"_score": 3.9357433
+"parent": null
}
30 => Essec\Faculty\Model\Contribution {#2375
#_index: "academ_contributions"
#_id: "11974"
#_source: array:18 [
"id" => "11974"
"slug" => "on-the-asymmetric-connected-facility-location-polytope"
"yearMonth" => "2014-01"
"year" => "2014"
"title" => "On the Asymmetric Connected Facility Location Polytope"
"description" => "LEITNER, M., LJUBIC, I., SALAZAR-GONZALEZ, J.J. et SINNL, M. (2014). On the Asymmetric Connected Facility Location Polytope. Dans: <i>ISCO 2014</i>. Springer, pp. 371-383."
"authors" => array:4 [
0 => array:3 [
"name" => "LJUBIC Ivana"
"bid" => "B00683004"
"slug" => "ljubic-ivana"
]
1 => array:1 [
"name" => "LEITNER M."
]
2 => array:1 [
"name" => "SALAZAR-GONZALEZ J.-J."
]
3 => array:1 [
"name" => "SINNL M."
]
]
"ouvrage" => "ISCO 2014"
"keywords" => []
"updatedAt" => "2021-07-13 14:31:57"
"publicationUrl" => null
"publicationInfo" => array:3 [
"pages" => "371-383"
"volume" => "8596 of LNCS"
"number" => null
]
"type" => array:2 [
"fr" => "Actes d'une conférence"
"en" => "Conference Proceedings"
]
"support_type" => array:2 [
"fr" => "Editeur"
"en" => "Publisher"
]
"countries" => array:2 [
"fr" => null
"en" => null
]
"abstract" => array:2 [
"fr" => null
"en" => null
]
"authors_fields" => array:2 [
"fr" => "Systèmes d'Information, Data Analytics et Opérations"
"en" => "Information Systems, Data Analytics and Operations"
]
"indexedAt" => "2025-02-13T05:21:41.000Z"
]
+lang: "en"
+"_type": "_doc"
+"_score": 3.9357433
+"parent": null
}
31 => Essec\Faculty\Model\Contribution {#2376
#_index: "academ_contributions"
#_id: "11975"
#_source: array:18 [
"id" => "11975"
"slug" => "the-rooted-maximum-node-weight-connected-subgraph-problem"
"yearMonth" => "2013-01"
"year" => "2013"
"title" => "The Rooted Maximum Node-Weight Connected ´ Subgraph Problem"
"description" => "ÁLVAREZ-MIRANDA, E., LJUBIC, I. et MUTZEL, P. (2013). The Rooted Maximum Node-Weight Connected ´ Subgraph Problem. Dans: <i>CPAIOR 2013</i>. Springer, pp. 300-315."
"authors" => array:3 [
0 => array:3 [
"name" => "LJUBIC Ivana"
"bid" => "B00683004"
"slug" => "ljubic-ivana"
]
1 => array:1 [
"name" => "ÁLVAREZ-MIRANDA E."
]
2 => array:1 [
"name" => "MUTZEL P."
]
]
"ouvrage" => "CPAIOR 2013"
"keywords" => []
"updatedAt" => "2021-07-13 14:31:57"
"publicationUrl" => null
"publicationInfo" => array:3 [
"pages" => "300-315"
"volume" => "7874 of LNCS"
"number" => null
]
"type" => array:2 [
"fr" => "Actes d'une conférence"
"en" => "Conference Proceedings"
]
"support_type" => array:2 [
"fr" => "Editeur"
"en" => "Publisher"
]
"countries" => array:2 [
"fr" => null
"en" => null
]
"abstract" => array:2 [
"fr" => null
"en" => null
]
"authors_fields" => array:2 [
"fr" => "Systèmes d'Information, Data Analytics et Opérations"
"en" => "Information Systems, Data Analytics and Operations"
]
"indexedAt" => "2025-02-13T05:21:41.000Z"
]
+lang: "en"
+"_type": "_doc"
+"_score": 3.9357433
+"parent": null
}
32 => Essec\Faculty\Model\Contribution {#2377
#_index: "academ_contributions"
#_id: "11976"
#_source: array:18 [
"id" => "11976"
"slug" => "stochastic-survivable-network-design-problems"
"yearMonth" => "2013-01"
"year" => "2013"
"title" => "Stochastic survivable network design problems"
"description" => "LJUBIC, I., MUTZEL, P. et ZEY, B. (2013). Stochastic survivable network design problems. Dans: <i>Proceedings of INOC 2013</i>. Electronic Notes in Discrete Mathematics (ENDM), pp. 245–252."
"authors" => array:3 [
0 => array:3 [
"name" => "LJUBIC Ivana"
"bid" => "B00683004"
"slug" => "ljubic-ivana"
]
1 => array:1 [
"name" => "MUTZEL P."
]
2 => array:1 [
"name" => "ZEY B."
]
]
"ouvrage" => "Proceedings of INOC 2013"
"keywords" => []
"updatedAt" => "2021-07-13 14:31:57"
"publicationUrl" => null
"publicationInfo" => array:3 [
"pages" => "245–252"
"volume" => "41"
"number" => null
]
"type" => array:2 [
"fr" => "Actes d'une conférence"
"en" => "Conference Proceedings"
]
"support_type" => array:2 [
"fr" => "Editeur"
"en" => "Publisher"
]
"countries" => array:2 [
"fr" => null
"en" => null
]
"abstract" => array:2 [
"fr" => null
"en" => null
]
"authors_fields" => array:2 [
"fr" => "Systèmes d'Information, Data Analytics et Opérations"
"en" => "Information Systems, Data Analytics and Operations"
]
"indexedAt" => "2025-02-13T05:21:41.000Z"
]
+lang: "en"
+"_type": "_doc"
+"_score": 3.9357433
+"parent": null
}
33 => Essec\Faculty\Model\Contribution {#2378
#_index: "academ_contributions"
#_id: "11982"
#_source: array:18 [
"id" => "11982"
"slug" => "mip-modeling-of-incremental-connected-facility-location"
"yearMonth" => "2011-01"
"year" => "2011"
"title" => "MIP modeling of incremental connected facility location"
"description" => "ARULSELVAN, A., LJUBIC, I., BLEY, A., GOLLOWITZER, S. et MAURER, O. (2011). MIP modeling of incremental connected facility location. Dans: <i>Proceedings of INOC 2011</i>. Springer, pp. 490-502."
"authors" => array:5 [
0 => array:3 [
"name" => "LJUBIC Ivana"
"bid" => "B00683004"
"slug" => "ljubic-ivana"
]
1 => array:1 [
"name" => "ARULSELVAN A."
]
2 => array:1 [
"name" => "BLEY A."
]
3 => array:1 [
"name" => "GOLLOWITZER S."
]
4 => array:1 [
"name" => "MAURER O."
]
]
"ouvrage" => "Proceedings of INOC 2011"
"keywords" => []
"updatedAt" => "2021-07-13 14:31:57"
"publicationUrl" => null
"publicationInfo" => array:3 [
"pages" => "490-502"
"volume" => "6701 of LNCS"
"number" => null
]
"type" => array:2 [
"fr" => "Actes d'une conférence"
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34 => Essec\Faculty\Model\Contribution {#2379
#_index: "academ_contributions"
#_id: "11989"
#_source: array:18 [
"id" => "11989"
"slug" => "obtaining-optimal-k-cardinality-trees-fast"
"yearMonth" => "2008-01"
"year" => "2008"
"title" => "Obtaining optimal k-cardinality trees fast"
"description" => "CHIMANI, M., KANDYBA, M., LJUBIC, I. et MUTZEL, P. (2008). Obtaining optimal k-cardinality trees fast. Dans: <i>ALENEX</i>. SIAM, pp. 27-36."
"authors" => array:4 [
0 => array:3 [
"name" => "LJUBIC Ivana"
"bid" => "B00683004"
"slug" => "ljubic-ivana"
]
1 => array:1 [
"name" => "CHIMANI Markus"
]
2 => array:1 [
"name" => "KANDYBA Maria"
]
3 => array:1 [
"name" => "MUTZEL Petra"
]
]
"ouvrage" => "ALENEX"
"keywords" => []
"updatedAt" => "2021-07-13 14:31:58"
"publicationUrl" => null
"publicationInfo" => array:3 [
"pages" => "27-36"
"volume" => null
"number" => null
]
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