Essec\Faculty\Model\Contribution {#2233
  #_index: "academ_contributions"
  #_id: "12662"
  #_source: array:26 [
    "id" => "12662"
    "slug" => "outlier-detection-in-networks-with-missing-links"
    "yearMonth" => "2021-12"
    "year" => "2021"
    "title" => "Outlier detection in networks with missing links"
    "description" => "GAUCHER, S., KLOPP, O. et ROBIN, G. (2021). Outlier detection in networks with missing links. <i>Computational Statistics and Data Analysis</i>, 164, pp. 107308."
    "authors" => array:3 [
      0 => array:3 [
        "name" => "KLOPP Olga"
        "bid" => "B00732676"
        "slug" => "klopp-olga"
      ]
      1 => array:1 [
        "name" => "GAUCHER Solenne"
      ]
      2 => array:1 [
        "name" => "ROBIN Geneviève"
      ]
    ]
    "ouvrage" => ""
    "keywords" => array:4 [
      0 => "Outlier detection"
      1 => "Robust network estimation"
      2 => "Missing observations"
      3 => "Link prediction"
    ]
    "updatedAt" => "2023-01-27 01:00:40"
    "publicationUrl" => "https://www.sciencedirect.com/science/article/pii/S0167947321001420?via%3Dihub"
    "publicationInfo" => array:3 [
      "pages" => "107308"
      "volume" => "164"
      "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" => "Outliers arise in networks due to different reasons such as fraudulent behaviour of malicious users or default in measurement instruments and can significantly impair network analyses. In addition, real-life networks are likely to be incompletely observed, with missing links due to individual non-response or machine failures. Therefore, identifying outliers in the presence of missing links is a crucial problem in network analysis. A new algorithm is introduced to detect outliers in a network and simultaneously predict the missing links. The proposed method is statistically sound: under fairly general assumptions, this algorithm exactly detects the outliers, and achieves the best known error for the prediction of missing links with polynomial computational cost."
      "en" => "Outliers arise in networks due to different reasons such as fraudulent behaviour of malicious users or default in measurement instruments and can significantly impair network analyses. In addition, real-life networks are likely to be incompletely observed, with missing links due to individual non-response or machine failures. Therefore, identifying outliers in the presence of missing links is a crucial problem in network analysis. A new algorithm is introduced to detect outliers in a network and simultaneously predict the missing links. The proposed method is statistically sound: under fairly general assumptions, this algorithm exactly detects the outliers, and achieves the best known error for the prediction of missing links with polynomial computational cost."
    ]
    "authors_fields" => array:2 [
      "fr" => "Systèmes d’Information, Sciences de la Décision et Statistiques"
      "en" => "Information Systems, Decision Sciences and Statistics"
    ]
    "indexedAt" => "2024-11-21T14:21:49.000Z"
    "docTitle" => "Outlier detection in networks with missing links"
    "docSurtitle" => "Articles"
    "authorNames" => "<a href="/cv/klopp-olga">KLOPP Olga</a>, GAUCHER Solenne, ROBIN Geneviève"
    "docDescription" => "<span class="document-property-authors">KLOPP Olga, GAUCHER Solenne, ROBIN Geneviève</span><br><span class="document-property-authors_fields">Systèmes d’Information, Sciences de la Décision et Statistiques</span> | <span class="document-property-year">2021</span>"
    "keywordList" => "<a href="#">Outlier detection</a>, <a href="#">Robust network estimation</a>, <a href="#">Missing observations</a>, <a href="#">Link prediction</a>"
    "docPreview" => "<b>Outlier detection in networks with missing links</b><br><span>2021-12 | Articles </span>"
    "docType" => "research"
    "publicationLink" => "<a href="https://www.sciencedirect.com/science/article/pii/S0167947321001420?via%3Dihub" target="_blank">Outlier detection in networks with missing links</a>"
  ]
  +lang: "fr"
  +"_type": "_doc"
  +"_score": 8.353733
  +"parent": null
}