LEADER 01136nam0-22003491i-450 001 990003989290403321 005 20210412093704.0 010 $a1014-2908 010 $a92-5-204918-5 035 $a000398929 035 $aFED01000398929 035 $a(Aleph)000398929FED01 035 $a000398929 100 $a20040108d2003----km-y0itay50------ba 101 0 $afre 102 $aIT 105 $ay---p---001yy 200 1 $aGarantir la sécurité sanitaire et la qualité des aliments$edirectives pour le renforcement des systèmes nationaux de contrôle alimentaire$fFAO 210 $aRoma$cFAO$d2003 215 $aIV, 80 p.$d30 cm 225 1 $aÉtude FAO alimentation et nutrition$v076 610 0 $aControllo alimenti 676 $a664.07$v23$zita 710 02$aFAO$017670 801 0$aIT$bUNINA$gRICA$2UNIMARC 856 4 $zpdf gratuitamente consultabile online$uhttp://www.fao.org/3/y8705f/y8705f.pdf$e20210409 901 $aBK 912 $a990003989290403321 952 $a60 COLL. FAO 01/076$fFAGBC 959 $aFAGBC 996 $aGarantir la securitè sanitaire et la qualitè des aliments$9474706 997 $aUNINA LEADER 04720nam 22006855 450 001 9910983492303321 005 20251113201428.0 010 $a3-031-69978-5 024 7 $a10.1007/978-3-031-69978-8 035 $a(MiAaPQ)EBC31738403 035 $a(Au-PeEL)EBL31738403 035 $a(CKB)36391577700041 035 $a(DE-He213)978-3-031-69978-8 035 $a(EXLCZ)9936391577700041 100 $a20241024d2025 u| 0 101 0 $aeng 135 $aurcnu|||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aTechnical and Regulatory Perspectives on Information Retrieval and Recommender Systems $eFairness, Transparency, and Privacy /$fby Markus Schedl, Vito Walter Anelli, Elisabeth Lex 205 $a1st ed. 2025. 210 1$aCham :$cSpringer Nature Switzerland :$cImprint: Springer,$d2025. 215 $a1 online resource (202 pages) 225 1 $aThe Information Retrieval Series,$x2730-6836 ;$v50 311 08$a3-031-69977-7 327 $a1. Introduction -- 2. Regulatory Initiatives -- 3. Biases, Fairness, and Non-discrimination -- 4. Transparency -- 5. Privacy and Security -- 6. Conclusions and Open Challenges. 330 $aThis 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 including technical approaches to mitigate privacy risks such as anonymization techniques and encryption methods. Eventually, the last chapter provides an outlook on the grand challenges in IRRSs, such as dealing with discrepancies between formal attempts, human perception, and regulatory frameworks for trustworthy IRRSs; understanding the capabilities and limitations of existing solutions in terms of fairness, transparency, and privacy; and adopting a multistakeholder perspective when developing solutions for fair, transparent, and privacy-preserving IRRSs. The book targets a mostly technical readership and aims to equip it with the necessary understanding of the ethical implications of their research and development in IRRSs as well as of recent policy initiatives and regulatory approaches. While a basic knowledge of IRRSs is assumed to fully comprehend the more technical and algorithmic parts of the book, even a lay audience in terms of technical background should benefit from the book. 410 0$aThe Information Retrieval Series,$x2730-6836 ;$v50 606 $aInformation storage and retrieval systems 606 $aTechnology$xMoral and ethical aspects 606 $aComputers 606 $aComputers and civilization 606 $aData protection$xLaw and legislation 606 $aInformation Storage and Retrieval 606 $aEthics of Technology 606 $aComputing Milieux 606 $aComputers and Society 606 $aPrivacy 615 0$aInformation storage and retrieval systems. 615 0$aTechnology$xMoral and ethical aspects. 615 0$aComputers. 615 0$aComputers and civilization. 615 0$aData protection$xLaw and legislation. 615 14$aInformation Storage and Retrieval. 615 24$aEthics of Technology. 615 24$aComputing Milieux. 615 24$aComputers and Society. 615 24$aPrivacy. 676 $a025.04 700 $aSchedl$b Markus$0949175 701 $aAnelli$b Vito Walter$01784912 701 $aLex$b Elisabeth$01784913 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910983492303321 996 $aTechnical and Regulatory Perspectives on Information Retrieval and Recommender Systems$94316534 997 $aUNINA