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001 978-981-16-9139-3
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020 _a9789811691393
_9978-981-16-9139-3
024 7 _a10.1007/978-981-16-9139-3
_2doi
050 4 _aQA76.9.A25
050 4 _aJC596-596.2
072 7 _aURD
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072 7 _aCOM060040
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082 0 4 _a005.8
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082 0 4 _a323.448
_223
100 1 _aLi, Jin.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
245 1 0 _aPrivacy-Preserving Machine Learning
_h[electronic resource] /
_cby Jin Li, Ping Li, Zheli Liu, Xiaofeng Chen, Tong Li.
250 _a1st ed. 2022.
264 1 _aSingapore :
_bSpringer Nature Singapore :
_bImprint: Springer,
_c2022.
300 _aVIII, 88 p. 21 illus., 18 illus. in color.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
490 1 _aSpringerBriefs on Cyber Security Systems and Networks,
_x2522-557X
505 0 _aIntroduction -- Secure Cooperative Learning in Early Years -- Outsourced Computation for Learning -- Secure Distributed Learning -- Learning with Differential Privacy -- Applications - Privacy-Preserving Image Processing -- Threats in Open Environment -- Conclusion.
520 _aThis book provides a thorough overview of the evolution of privacy-preserving machine learning schemes over the last ten years, after discussing the importance of privacy-preserving techniques. In response to the diversity of Internet services, data services based on machine learning are now available for various applications, including risk assessment and image recognition. In light of open access to datasets and not fully trusted environments, machine learning-based applications face enormous security and privacy risks. In turn, it presents studies conducted to address privacy issues and a series of proposed solutions for ensuring privacy protection in machine learning tasks involving multiple parties. In closing, the book reviews state-of-the-art privacy-preserving techniques and examines the security threats they face.
650 0 _aData protection
_xLaw and legislation.
650 0 _aMachine learning.
650 1 4 _aPrivacy.
650 2 4 _aMachine Learning.
700 1 _aLi, Ping.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
700 1 _aLiu, Zheli.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
700 1 _aChen, Xiaofeng.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
700 1 _aLi, Tong.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
710 2 _aSpringerLink (Online service)
773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
_z9789811691386
776 0 8 _iPrinted edition:
_z9789811691409
830 0 _aSpringerBriefs on Cyber Security Systems and Networks,
_x2522-557X
856 4 0 _uhttps://doi.org/10.1007/978-981-16-9139-3
912 _aZDB-2-SCS
912 _aZDB-2-SXCS
942 _cSPRINGER
999 _c184803
_d184803