{"id":"https://openalex.org/W1977843657","doi":"https://doi.org/10.1145/1540276.1540279","title":"A brief survey on anonymization techniques for privacy preserving publishing of social network data","display_name":"A brief survey on anonymization techniques for privacy preserving publishing of social network data","publication_year":2008,"publication_date":"2008-12-20","ids":{"openalex":"https://openalex.org/W1977843657","doi":"https://doi.org/10.1145/1540276.1540279","mag":"1977843657"},"language":"en","primary_location":{"id":"doi:10.1145/1540276.1540279","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1540276.1540279","pdf_url":null,"source":{"id":"https://openalex.org/S4210176598","display_name":"ACM SIGKDD Explorations Newsletter","issn_l":"1931-0145","issn":["1931-0145","1931-0153"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM SIGKDD Explorations Newsletter","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5083108695","display_name":"Bin Zhou","orcid":"https://orcid.org/0000-0003-3642-2048"},"institutions":[{"id":"https://openalex.org/I18014758","display_name":"Simon Fraser University","ror":"https://ror.org/0213rcc28","country_code":"CA","type":"education","lineage":["https://openalex.org/I18014758"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Bin Zhou","raw_affiliation_strings":["Simon Fraser University, Canada"],"affiliations":[{"raw_affiliation_string":"Simon Fraser University, Canada","institution_ids":["https://openalex.org/I18014758"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062247330","display_name":"Jian Pei","orcid":"https://orcid.org/0000-0002-2200-8711"},"institutions":[{"id":"https://openalex.org/I18014758","display_name":"Simon Fraser University","ror":"https://ror.org/0213rcc28","country_code":"CA","type":"education","lineage":["https://openalex.org/I18014758"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Jian Pei","raw_affiliation_strings":["Simon Fraser University, Canada"],"affiliations":[{"raw_affiliation_string":"Simon Fraser University, Canada","institution_ids":["https://openalex.org/I18014758"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071758024","display_name":"Wo-Shun Luk","orcid":null},"institutions":[{"id":"https://openalex.org/I18014758","display_name":"Simon Fraser University","ror":"https://ror.org/0213rcc28","country_code":"CA","type":"education","lineage":["https://openalex.org/I18014758"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"WoShun Luk","raw_affiliation_strings":["Simon Fraser University, Canada"],"affiliations":[{"raw_affiliation_string":"Simon Fraser University, Canada","institution_ids":["https://openalex.org/I18014758"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5083108695"],"corresponding_institution_ids":["https://openalex.org/I18014758"],"apc_list":null,"apc_paid":null,"fwci":32.2619,"has_fulltext":false,"cited_by_count":418,"citation_normalized_percentile":{"value":0.99702969,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"10","issue":"2","first_page":"12","last_page":"22"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11045","display_name":"Privacy, Security, and Data Protection","score":0.9977999925613403,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9876999855041504,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/data-publishing","display_name":"Data publishing","score":0.8678953647613525},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.82273268699646},{"id":"https://openalex.org/keywords/publishing","display_name":"Publishing","score":0.6562659740447998},{"id":"https://openalex.org/keywords/social-network","display_name":"Social network (sociolinguistics)","score":0.6411237716674805},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.538771390914917},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5094123482704163},{"id":"https://openalex.org/keywords/k-anonymity","display_name":"k-anonymity","score":0.48051533102989197},{"id":"https://openalex.org/keywords/data-anonymization","display_name":"Data anonymization","score":0.46206316351890564},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.45314133167266846},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.43324533104896545},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.42583397030830383},{"id":"https://openalex.org/keywords/privacy-protection","display_name":"Privacy protection","score":0.42535579204559326},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.38615721464157104},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3597767949104309},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.2956215739250183},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.10572570562362671},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.09395167231559753}],"concepts":[{"id":"https://openalex.org/C2781396290","wikidata":"https://www.wikidata.org/wiki/Q17051824","display_name":"Data publishing","level":3,"score":0.8678953647613525},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.82273268699646},{"id":"https://openalex.org/C151719136","wikidata":"https://www.wikidata.org/wiki/Q3972943","display_name":"Publishing","level":2,"score":0.6562659740447998},{"id":"https://openalex.org/C4727928","wikidata":"https://www.wikidata.org/wiki/Q17164759","display_name":"Social network (sociolinguistics)","level":3,"score":0.6411237716674805},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.538771390914917},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5094123482704163},{"id":"https://openalex.org/C2777706471","wikidata":"https://www.wikidata.org/wiki/Q17061432","display_name":"k-anonymity","level":3,"score":0.48051533102989197},{"id":"https://openalex.org/C2776945810","wikidata":"https://www.wikidata.org/wiki/Q17006654","display_name":"Data anonymization","level":3,"score":0.46206316351890564},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.45314133167266846},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.43324533104896545},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.42583397030830383},{"id":"https://openalex.org/C3017597292","wikidata":"https://www.wikidata.org/wiki/Q25052250","display_name":"Privacy protection","level":2,"score":0.42535579204559326},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.38615721464157104},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3597767949104309},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.2956215739250183},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.10572570562362671},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.09395167231559753},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1145/1540276.1540279","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1540276.1540279","pdf_url":null,"source":{"id":"https://openalex.org/S4210176598","display_name":"ACM SIGKDD Explorations Newsletter","issn_l":"1931-0145","issn":["1931-0145","1931-0153"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM SIGKDD Explorations Newsletter","raw_type":"journal-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.165.8741","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.165.8741","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://fas.sfu.ca/pub/cs/TR/2008/CMPT2008-16.pdf","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.205.3784","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.205.3784","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.cs.sfu.ca/%7Ejpei/publications/SocialNetworkAnonymization_survey.pdf","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.402.3043","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.402.3043","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.sigkdd.org/sites/default/files/issues/10-2-2008-12/SocialNetworkAnonymization_survey.pdf","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.725.4264","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.725.4264","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://userpages.umbc.edu/%7Ebzhou/paper/kddexp_network_privacy.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.49000000953674316,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":57,"referenced_works":["https://openalex.org/W20667085","https://openalex.org/W950821216","https://openalex.org/W1520914943","https://openalex.org/W1544573083","https://openalex.org/W1567268701","https://openalex.org/W1964473994","https://openalex.org/W1972013372","https://openalex.org/W1972222614","https://openalex.org/W1976701693","https://openalex.org/W1979005794","https://openalex.org/W1998091733","https://openalex.org/W2000133061","https://openalex.org/W2015370254","https://openalex.org/W2017102965","https://openalex.org/W2019047955","https://openalex.org/W2042123098","https://openalex.org/W2049359028","https://openalex.org/W2059900053","https://openalex.org/W2061901927","https://openalex.org/W2063742835","https://openalex.org/W2068871408","https://openalex.org/W2073507850","https://openalex.org/W2093099348","https://openalex.org/W2096296626","https://openalex.org/W2101890615","https://openalex.org/W2107927452","https://openalex.org/W2112090702","https://openalex.org/W2118003797","https://openalex.org/W2118024521","https://openalex.org/W2118944554","https://openalex.org/W2119404697","https://openalex.org/W2122410182","https://openalex.org/W2122657658","https://openalex.org/W2124849257","https://openalex.org/W2130099852","https://openalex.org/W2134167315","https://openalex.org/W2134479759","https://openalex.org/W2135581534","https://openalex.org/W2138454540","https://openalex.org/W2153689444","https://openalex.org/W2159024459","https://openalex.org/W2159080219","https://openalex.org/W2163263459","https://openalex.org/W2163596844","https://openalex.org/W2170726034","https://openalex.org/W2172067437","https://openalex.org/W2497525029","https://openalex.org/W2798588639","https://openalex.org/W4213245422","https://openalex.org/W4285719527","https://openalex.org/W4289304570","https://openalex.org/W4300939306","https://openalex.org/W6634115322","https://openalex.org/W6678087030","https://openalex.org/W6723629830","https://openalex.org/W6845163040","https://openalex.org/W7052776819"],"related_works":["https://openalex.org/W2393528873","https://openalex.org/W2735807361","https://openalex.org/W2898931495","https://openalex.org/W2997142041","https://openalex.org/W2381826434","https://openalex.org/W3206397491","https://openalex.org/W3214359279","https://openalex.org/W2967268087","https://openalex.org/W1666070292","https://openalex.org/W2602585395"],"abstract_inverted_index":{"Nowadays,":[0],"partly":[1],"driven":[2],"by":[3],"many":[4],"Web":[5],"2.0":[6],"applications,":[7],"more":[8,10,35,37],"and":[9,19,36,83,96,113],"social":[11,30,60,73],"network":[12,31,61,74],"data":[13,32,75,97],"has":[14],"been":[15],"made":[16],"publicly":[17],"available":[18],"analyzed":[20],"in":[21,68,89,108],"one":[22],"way":[23],"or":[24],"another.":[25],"Privacy":[26],"preserving":[27,57,70],"publishing":[28,58,71],"of":[29,50,59,72],"becomes":[33],"a":[34,45],"important":[38,91],"concern.":[39],"In":[40],"this":[41],"paper,":[42],"we":[43],"present":[44],"brief":[46],"yet":[47],"systematic":[48],"review":[49],"the":[51,65,78,85,101],"existing":[52,102],"anonymization":[53,103],"techniques":[54],"for":[55,105],"privacy":[56,69,106],"data.":[62],"We":[63,99],"identify":[64],"new":[66],"challenges":[67],"comparing":[76],"to":[77],"extensively":[79],"studied":[80],"relational":[81],"case,":[82],"examine":[84],"possible":[86],"problem":[87],"formulation":[88],"three":[90],"dimensions:":[92],"privacy,":[93],"background":[94],"knowledge,":[95],"utility.":[98],"survey":[100],"methods":[104],"preservation":[107],"two":[109],"categories:":[110],"clustering-based":[111],"approaches":[112],"graph":[114],"modification":[115],"approaches.":[116]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":15},{"year":2024,"cited_by_count":18},{"year":2023,"cited_by_count":18},{"year":2022,"cited_by_count":20},{"year":2021,"cited_by_count":20},{"year":2020,"cited_by_count":34},{"year":2019,"cited_by_count":27},{"year":2018,"cited_by_count":28},{"year":2017,"cited_by_count":31},{"year":2016,"cited_by_count":39},{"year":2015,"cited_by_count":19},{"year":2014,"cited_by_count":42},{"year":2013,"cited_by_count":26},{"year":2012,"cited_by_count":23}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
