Name: Fairness in Information Access Systems (en Inglés)
Price: 490403.00 COP
Availability: InStock
Author: Ekstrand, Michael D. ; Das, Anubrata ; Burke, Robin
ISBN: 9781638280408

portada Fairness in Information Access Systems (en Inglés)

Formato

Libro Físico

Autor

Editorial

Idioma

Inglés

N° páginas

196

Encuadernación

Tapa Blanda

Dimensiones

23.4 x 15.6 x 1.1 cm

Peso

0.28 kg.

ISBN13

9781638280408

Categorías

Tecnología de la información: cuestiones generales

Fairness in Information Access Systems (en Inglés)

Michael D. Ekstrand (Autor) · Anubrata Das (Autor) · Robin Burke (Autor) · Now Publishers · Tapa Blanda

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Reseña del libro "Fairness in Information Access Systems (en Inglés)"

Recommendation, information retrieval, and other information access systems pose unique challenges for investigating and applying the fairness and non-discrimination concepts that have been developed for studying other machine learning systems. While fair information access shares many commonalities with fair classification, there are important differences such as the multistakeholder nature of information access applications, the rank-based problem setting, the centrality of personalization in many cases, and the role of user response. These all complicate the problem of identifying precisely what types and operationalizations of fairness may be relevant. In this monograph, the authors present a taxonomy of the various dimensions of fair information access and survey the literature to date on this new and rapidly-growing topic. They preface this with brief introductions to information access and algorithmic fairness to facilitate the use of this work by scholars who wish to study their intersection. The authors conclude with several open problems in fair information access and present suggestions for how to approach research in this space.