000 04972nam a2200661 i 4500
001 6813402
003 IEEE
005 20200413152905.0
006 m eo d
007 cr cn |||m|||a
008 120422s2012 caua foab 000 0 eng d
020 _a9781608458639 (electronic bk.)
020 _z9781608458622 (pbk.)
024 7 _a10.2200/S00408ED1V01Y201203DMK004
_2doi
035 _a(CaBNVSL)swl00400625
035 _a(OCoLC)787489789
040 _aCaBNVSL
_cCaBNVSL
_dCaBNVSL
050 4 _aHM742
_b.Z446 2012
082 0 4 _a302.30285
_223
100 1 _aZheleva, Elena.
245 1 0 _aPrivacy in social networks
_h[electronic resource] /
_cElena Zheleva, Evimaria Terzi, Lise Getoor.
260 _aSan Rafael, Calif. (1537 Fourth Street, San Rafael, CA 94901 USA) :
_bMorgan & Claypool,
_cc2012.
300 _a1 electronic text (ix, 75 p.) :
_bill., digital file.
490 1 _aSynthesis lectures on data mining and knowledge discovery,
_x2151-0075 ;
_v# 4
538 _aMode of access: World Wide Web.
538 _aSystem requirements: Adobe Acrobat Reader.
500 _aPart of: Synthesis digital library of engineering and computer science.
500 _aSeries from website.
504 _aIncludes bibliographical references (p. 65-74).
505 0 _a1. Introduction --
505 8 _aPart I. Online social networks and information disclosure -- 2. A model for online social networks -- 3. Types of privacy disclosure -- 3.1 Identity disclosure -- 3.2 Attribute disclosure -- 3.3 Social link disclosure -- 3.4 Affiliation link disclosure -- 4. Statistical methods for inferring information in networks -- 4.1 Entity resolution -- 4.2 Collective classification -- 4.3 Link prediction -- 4.4 Group detection --
505 8 _aPart II. Data publishing and privacy-preserving mechanisms -- 5. Anonymity and differential privacy -- 5.1 k-anonymity -- 5.2 l-diversity and t-closeness -- 5.3 Differential privacy -- 5.4 Open problems -- 6. Attacks and privacy-preserving mechanisms -- 6.1 Privacy mechanisms for social networks -- 6.1.1 Anonymizing network structure -- 6.1.2 Anonymizing user attributes and network structure -- 6.1.3 Privacy of social recommendation algorithms -- 6.2 Privacy mechanisms for affiliation networks -- 6.2.1 Anonymization -- 6.3 Privacy mechanisms for complex networks -- 6.4 Open problems --
505 8 _aPart III. Modeling, evaluating, and managing users' privacy risk -- 7. Models of information sharing -- 7.1 Information-sharing model -- 7.2 Strategic behavior and information sharing -- 7.3 Discussion and summary of results -- 7.4 Open problems -- 8. Users' privacy risk -- 8.1 Privacy-score model -- 8.2 Methods for computing the privacy score -- 8.2.1 Frequency-based method -- 8.2.2 IRT-based method -- 8.3 Discussion and summary of results -- 8.4 Open problems -- 9. Management of privacy settings -- 9.1 A model for managing privacy settings -- 9.2 Predicting users' privacy settings -- 9.3 Discussion and summary of results -- 9.4 Open problems --
505 8 _aBibliography -- Authors' biographies.
506 1 _aAbstract freely available; full-text restricted to subscribers or individual document purchasers.
510 0 _aCompendex
510 0 _aINSPEC
510 0 _aGoogle scholar
510 0 _aGoogle book search
520 3 _aThis synthesis lecture provides a survey of work on privacy in online social networks (OSNs). This work encompasses concerns of users as well as service providers and third parties. Our goal is to approach such concerns from a computer-science perspective, and building upon existing work on privacy, security, statistical modeling and databases to provide an overview of the technical and algorithmic issues related to privacy in OSNs. We start our survey by introducing a simple OSN data model and describe common statistical-inference techniques that can be used to infer potentially sensitive information. Next, we describe some privacy definitions and privacy mechanisms for data publishing. Finally, we describe a set of recent techniques for modeling, evaluating, and managing individual users' privacy risk within the context of OSNs.
530 _aAlso available in print.
588 _aTitle from PDF t.p. (viewed on April 22, 2012).
650 0 _aOnline social networks
_xSecurity measures.
650 0 _aData protection.
653 _aprivacy
653 _asocial networks
653 _aaffiliation networks
653 _apersonalization
653 _aprotection mechanisms
653 _aanonymization
653 _aprivacy risk
700 1 _aTerzi, Evimaria.
700 1 _aGetoor, Lise.
776 0 8 _iPrint version:
_z9781608458622
830 0 _aSynthesis digital library of engineering and computer science.
830 0 _aSynthesis lectures on data mining and knowledge discovery ;
_v# 4.
_x2151-0075
856 4 2 _3Abstract with links to resource
_uhttp://ieeexplore.ieee.org/servlet/opac?bknumber=6813402
999 _c561907
_d561907