How robust is your fair model? Exploring the robustness of prominent fairness strategies.

Saved in:
Bibliographic Details
Title: How robust is your fair model? Exploring the robustness of prominent fairness strategies.
Authors: Small, Edward A.1, edward.small@student.rmit.edu.au, Shao, Wei1,2, Zhang, Zeliang3, Liu, Peihan4, Chan, Jeffrey1, Sokol, Kacper1,5, Salim, Flora D.6
Source: Data Mining & Knowledge Discovery; Jul2025, Vol. 39 Issue 4, p1-35, 35p
Database: Applied Science & Technology Source
Full text is not displayed to guests.
FullText Links:
  – Type: pdflink
Text:
  Availability: 1
Header DbId: aci
DbLabel: Applied Science & Technology Source
An: 185881461
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
IllustrationInfo
Items – Name: Title
  Label: Title
  Group: Ti
  Data: How robust is your fair model? Exploring the robustness of prominent fairness strategies.
– Name: Author
  Label: Authors
  Group: Au
  Data: <searchLink fieldCode="AU" term="%22Small%2C+Edward+A%2E%22">Small, Edward A.</searchLink><relatesTo>1</relatesTo>, <i>edward.small@student.rmit.edu.au</i><br /><searchLink fieldCode="AU" term="%22Shao%2C+Wei%22">Shao, Wei</searchLink><relatesTo>1,2</relatesTo><br /><searchLink fieldCode="AU" term="%22Zhang%2C+Zeliang%22">Zhang, Zeliang</searchLink><relatesTo>3</relatesTo><br /><searchLink fieldCode="AU" term="%22Liu%2C+Peihan%22">Liu, Peihan</searchLink><relatesTo>4</relatesTo><br /><searchLink fieldCode="AU" term="%22Chan%2C+Jeffrey%22">Chan, Jeffrey</searchLink><relatesTo>1</relatesTo><br /><searchLink fieldCode="AU" term="%22Sokol%2C+Kacper%22">Sokol, Kacper</searchLink><relatesTo>1,5</relatesTo><br /><searchLink fieldCode="AU" term="%22Salim%2C+Flora+D%2E%22">Salim, Flora D.</searchLink><relatesTo>6</relatesTo>
– Name: TitleSource
  Label: Source
  Group: Src
  Data: <searchLink fieldCode="JN" term="%22Data+Mining+%26+Knowledge+Discovery%22">Data Mining & Knowledge Discovery</searchLink>; Jul2025, Vol. 39 Issue 4, p1-35, 35p
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=aci&AN=185881461
RecordInfo BibRecord:
  BibEntity:
    Identifiers:
      – Type: doi
        Value: 10.1007/s10618-025-01112-8
    Languages:
      – Code: eng
        Text: English
    PhysicalDescription:
      Pagination:
        PageCount: 35
        StartPage: 1
    Titles:
      – TitleFull: How robust is your fair model? Exploring the robustness of prominent fairness strategies.
        Type: main
  BibRelationships:
    HasContributorRelationships:
      – PersonEntity:
          Name:
            NameFull: Small, Edward A.
      – PersonEntity:
          Name:
            NameFull: Shao, Wei
      – PersonEntity:
          Name:
            NameFull: Zhang, Zeliang
      – PersonEntity:
          Name:
            NameFull: Liu, Peihan
      – PersonEntity:
          Name:
            NameFull: Chan, Jeffrey
      – PersonEntity:
          Name:
            NameFull: Sokol, Kacper
      – PersonEntity:
          Name:
            NameFull: Salim, Flora D.
    IsPartOfRelationships:
      – BibEntity:
          Dates:
            – D: 01
              M: 07
              Text: Jul2025
              Type: published
              Y: 2025
          Identifiers:
            – Type: issn-print
              Value: 13845810
          Numbering:
            – Type: volume
              Value: 39
            – Type: issue
              Value: 4
          Titles:
            – TitleFull: Data Mining & Knowledge Discovery
              Type: main
ResultId 1