| 书目名称 | Technical and Regulatory Perspectives on Information Retrieval and Recommender Systems | | 副标题 | Fairness, Transparen | | 编辑 | Markus Schedl,Vito Walter Anelli,Elisabeth Lex | | 视频video | | | 概述 | Provides an in-depth treatment of fairness, transparency, and privacy related to IR and recommender systems.Takes an interdisciplinary perspective incorporating computer science, social sciences, psyc | | 丛书名称 | The Information Retrieval Series | | 图书封面 |  | | 描述 | .This book provides an in-depth treatment of three important topical areas related to regulatory, ethical, and technical discussions in the context of information retrieval and recommender systems (IRRSs): (1) bias, fairness, and non-discrimination, (2) transparency and explainability, and (3) privacy and security. Sometimes referred to as trustworthiness dimensions, they are analyzed by taking an interdisciplinary perspective and incorporating views from computer science, social sciences, psychology, and law and by particularly considering the related technical challenges, societal impact, ethical considerations, and regulatory approaches...After an introduction, the book first provides an overview of recent initiatives and already operational policies to regulate AI technology and discusses them in the context of IRRSs, focusing on regulations in Europe, the US, and China. Subsequent chapters present categories of biases, their relation to fairness and non-discrimination and ways to discover and mitigate harmful biases; major facets of transparency, with a focus on explainability (including common strategies to achieve it), traceability, and auditability; and privacy and security | | 出版日期 | Book 2025 | | 关键词 | Information Retrieval; Recommender Systems; Computer Ethics; Trustworthiness; Transparency; Fairness; Priv | | 版次 | 1 | | doi | https://doi.org/10.1007/978-3-031-69978-8 | | isbn_softcover | 978-3-031-69980-1 | | isbn_ebook | 978-3-031-69978-8Series ISSN 1871-7500 Series E-ISSN 2730-6836 | | issn_series | 1871-7500 | | copyright | The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerl |
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发表于 2025-3-21 17:59:06
