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Fairness and Machine Learning

Limitations and Opportunities

Af: Moritz Hardt & Solon Barocas
Kategori: Edb
Kategori nr.: 9420
Varenr.: 3339849
| Stregkode: 9780262048613
Direkte | Leverandør: Gardners EUR

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Beskrivelse

An introduction to the intellectual foundations and practical utility of the recent work on fairness and machine learning. Fairness and Machine Learning introduces advanced undergraduate and graduate students to the intellectual foundations of this recently emergent field, drawing on a diverse range of disciplinary perspectives to identify the opportunities and hazards of automated decision-making. It surveys the risks in many applications of machine learning and provides a review of an emerging set of proposed solutions, showing how even well-intentioned applications may give rise to objectionable results. It covers the statistical and causal measures used to evaluate the fairness of machine learning models as well as the procedural and substantive aspects of decision-making that are core to debates about fairness, including a review of legal and philosophical perspectives on discrimination. This incisive textbook prepares students of machine learning to do quantitative work on fairness while reflecting critically on its foundations and its practical utility. • Introduces the technical and normative foundations of fairness in automated decision-making• Covers the formal and computational methods for characterizing and addressing problems• Provides a critical assessment of their intellectual foundations and practical utility• Features rich pedagogy and extensive instructor resources

Detaljer

  • EAN
    9780262048613
  • Vægt
    790 g
  • Disponent
    Direkte titel
  • Forfatter
    Moritz Hardt, Solon Barocas
  • Forlag
    MIT Press
  • ISBN
    9780262048613
  • Sprog
    Engelsk
  • Sideantal
    320
  • Udgivelsesdato
  • Format
    HARDBACK
  • Themakode
    UB
  • Kategori
    Edb
  • Kategori nr
    9420
  • Lev. varenr.
    1501
  • Højde/Dybde (mm)
    237 mm
  • Bredde (mm)
    184 mm
  • Længde (mm)
    30 mm