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发表于 2025-3-21 17:02:33 | 显示全部楼层 |阅读模式
书目名称Guide to Data Privacy
编辑Vicenç Torra
视频video
丛书名称Undergraduate Topics in Computer Science
图书封面Titlebook: ;
出版日期Textbook 2022
版次1
doihttps://doi.org/10.1007/978-3-031-12837-0
isbn_softcover978-3-031-12836-3
isbn_ebook978-3-031-12837-0Series ISSN 1863-7310 Series E-ISSN 2197-1781
issn_series 1863-7310
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发表于 2025-3-22 00:18:03 | 显示全部楼层
Machine and Statistical Learning, and Cryptography,r supervised and unsupervised learning are described. They include regression, clustering, and association rule mining. Some additional tools as indices to compare indices are also described. A summary of most important cryptographic concepts is also included. For example, private-key and public-key
发表于 2025-3-22 01:29:02 | 显示全部楼层
Disclosure, Privacy Models, and Privacy Mechanisms,dentity and attribute disclosure. Then, we formalize privacy models. That is, computational definitions of privacy. These privacy models include, among others, .-anonymity, differential privacy, and secure multiparty computation. Finally, we give a roadmap of the privacy mechanisms and relate them w
发表于 2025-3-22 05:36:28 | 显示全部楼层
Privacy for Users,munications and for privacy in information retrieval. For each scenario, we consider protecting the identity of the user and protecting their data. We describe concepts as anonymity systems (e.g. Tor) and private information retrieval.
发表于 2025-3-22 11:14:53 | 显示全部楼层
发表于 2025-3-22 13:58:03 | 显示全部楼层
Privacy for Data: Masking Methods,rators. This review includes rank swapping, microaggregation, additive and multiplicative noise, PRAM, and generalization. We also describe the use of GANs to generate synthetic data. The chapter also includes a discussion on methods for achieving .-anonymity and methods appropriate for big data.
发表于 2025-3-22 19:34:18 | 显示全部楼层
Selection of a Data Protection Mechanism: Information Loss and Risk, information loss caused by the method can help on method and parameter selection. Disclosure risk may be another element to take also into account. In this chapter we give an overview of information loss measures, and on method selection. Some of the ideas that appear here are useful for protection
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