{"id":"https://openalex.org/W2902914352","doi":"https://doi.org/10.1186/s13638-018-1291-2","title":"Understanding structure-based social network de-anonymization techniques via empirical analysis","display_name":"Understanding structure-based social network de-anonymization techniques via empirical analysis","publication_year":2018,"publication_date":"2018-12-01","ids":{"openalex":"https://openalex.org/W2902914352","doi":"https://doi.org/10.1186/s13638-018-1291-2","mag":"2902914352"},"language":"en","primary_location":{"id":"doi:10.1186/s13638-018-1291-2","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13638-018-1291-2","pdf_url":"https://jwcn-eurasipjournals.springeropen.com/track/pdf/10.1186/s13638-018-1291-2","source":{"id":"https://openalex.org/S82675988","display_name":"EURASIP Journal on Wireless Communications and Networking","issn_l":"1687-1472","issn":["1687-1472","1687-1499"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EURASIP Journal on Wireless Communications and Networking","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://jwcn-eurasipjournals.springeropen.com/track/pdf/10.1186/s13638-018-1291-2","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5089061086","display_name":"Jian Mao","orcid":null},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jian Mao","raw_affiliation_strings":["School of Cyber Science and Technology, Beihang University, Xueyuan Road, Beijing, 100083, China"],"affiliations":[{"raw_affiliation_string":"School of Cyber Science and Technology, Beihang University, Xueyuan Road, Beijing, 100083, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082640094","display_name":"Wenqian Tian","orcid":"https://orcid.org/0000-0002-0701-2392"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenqian Tian","raw_affiliation_strings":["School of Cyber Science and Technology, Beihang University, Xueyuan Road, Beijing, 100083, China","School of Electronic and Information Engineering, Beihang University, Xueyuan Road, Beijing, 100083, China"],"affiliations":[{"raw_affiliation_string":"School of Cyber Science and Technology, Beihang University, Xueyuan Road, Beijing, 100083, China","institution_ids":["https://openalex.org/I82880672"]},{"raw_affiliation_string":"School of Electronic and Information Engineering, Beihang University, Xueyuan Road, Beijing, 100083, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017418439","display_name":"Jingbo Jiang","orcid":null},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingbo Jiang","raw_affiliation_strings":["School of Electronic and Information Engineering, Beihang University, Xueyuan Road, Beijing, 100083, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, Beihang University, Xueyuan Road, Beijing, 100083, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020529163","display_name":"Zhaoyuan He","orcid":null},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhaoyuan He","raw_affiliation_strings":["School of Electronic and Information Engineering, Beihang University, Xueyuan Road, Beijing, 100083, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, Beihang University, Xueyuan Road, Beijing, 100083, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101506973","display_name":"Zhihong Zhou","orcid":"https://orcid.org/0009-0000-5897-931X"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhihong Zhou","raw_affiliation_strings":["Laboratory of Integrate Administration Technologies for Information Security, Shanghai Jiao Tong University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Laboratory of Integrate Administration Technologies for Information Security, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100425107","display_name":"Jianwei Liu","orcid":"https://orcid.org/0000-0003-2965-3518"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianwei Liu","raw_affiliation_strings":["School of Cyber Science and Technology, Beihang University, Xueyuan Road, Beijing, 100083, China"],"affiliations":[{"raw_affiliation_string":"School of Cyber Science and Technology, Beihang University, Xueyuan Road, Beijing, 100083, China","institution_ids":["https://openalex.org/I82880672"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5089061086"],"corresponding_institution_ids":["https://openalex.org/I82880672"],"apc_list":{"value":1140,"currency":"GBP","value_usd":1398},"apc_paid":{"value":1140,"currency":"GBP","value_usd":1398},"fwci":1.5231,"has_fulltext":true,"cited_by_count":13,"citation_normalized_percentile":{"value":0.87465321,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"2018","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9998000264167786,"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9972000122070312,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8933109045028687},{"id":"https://openalex.org/keywords/data-anonymization","display_name":"Data anonymization","score":0.5695332884788513},{"id":"https://openalex.org/keywords/data-publishing","display_name":"Data publishing","score":0.545947253704071},{"id":"https://openalex.org/keywords/social-network","display_name":"Social network (sociolinguistics)","score":0.5440733432769775},{"id":"https://openalex.org/keywords/data-sharing","display_name":"Data sharing","score":0.4412154257297516},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.41246289014816284},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3804873824119568},{"id":"https://openalex.org/keywords/publishing","display_name":"Publishing","score":0.34932005405426025},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.33884137868881226},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.30599841475486755},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.2744598090648651},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2569732666015625}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8933109045028687},{"id":"https://openalex.org/C2776945810","wikidata":"https://www.wikidata.org/wiki/Q17006654","display_name":"Data anonymization","level":3,"score":0.5695332884788513},{"id":"https://openalex.org/C2781396290","wikidata":"https://www.wikidata.org/wiki/Q17051824","display_name":"Data publishing","level":3,"score":0.545947253704071},{"id":"https://openalex.org/C4727928","wikidata":"https://www.wikidata.org/wiki/Q17164759","display_name":"Social network (sociolinguistics)","level":3,"score":0.5440733432769775},{"id":"https://openalex.org/C2779965156","wikidata":"https://www.wikidata.org/wiki/Q5227350","display_name":"Data sharing","level":3,"score":0.4412154257297516},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.41246289014816284},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3804873824119568},{"id":"https://openalex.org/C151719136","wikidata":"https://www.wikidata.org/wiki/Q3972943","display_name":"Publishing","level":2,"score":0.34932005405426025},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.33884137868881226},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.30599841475486755},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.2744598090648651},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2569732666015625},{"id":"https://openalex.org/C204787440","wikidata":"https://www.wikidata.org/wiki/Q188504","display_name":"Alternative medicine","level":2,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","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},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s13638-018-1291-2","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13638-018-1291-2","pdf_url":"https://jwcn-eurasipjournals.springeropen.com/track/pdf/10.1186/s13638-018-1291-2","source":{"id":"https://openalex.org/S82675988","display_name":"EURASIP Journal on Wireless Communications and Networking","issn_l":"1687-1472","issn":["1687-1472","1687-1499"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EURASIP Journal on Wireless Communications and Networking","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:b33125fdec144ca5a4f6184024c7d4aa","is_oa":true,"landing_page_url":"https://doaj.org/article/b33125fdec144ca5a4f6184024c7d4aa","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"EURASIP Journal on Wireless Communications and Networking, Vol 2018, Iss 1, Pp 1-16 (2018)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s13638-018-1291-2","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13638-018-1291-2","pdf_url":"https://jwcn-eurasipjournals.springeropen.com/track/pdf/10.1186/s13638-018-1291-2","source":{"id":"https://openalex.org/S82675988","display_name":"EURASIP Journal on Wireless Communications and Networking","issn_l":"1687-1472","issn":["1687-1472","1687-1499"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EURASIP Journal on Wireless Communications and Networking","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1121271761","display_name":null,"funder_award_id":"Program","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G391238517","display_name":null,"funder_award_id":", and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4020255992","display_name":null,"funder_award_id":"Project","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4503357874","display_name":null,"funder_award_id":"2017YFB0802400","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4713543433","display_name":null,"funder_award_id":"61402","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5641397543","display_name":null,"funder_award_id":"201708","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5817365084","display_name":null,"funder_award_id":"61402029","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G587988095","display_name":null,"funder_award_id":"U11733115","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6058138561","display_name":null,"funder_award_id":", No.","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6332402619","display_name":null,"funder_award_id":"AGK201708","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G651407083","display_name":null,"funder_award_id":"No. 61379002","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7430938155","display_name":null,"funder_award_id":"61379002","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8192447986","display_name":null,"funder_award_id":"No. 61402029","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320330184","display_name":"Shanghai Key Laboratory of Integrated Administration Technologies for Information Security","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2902914352.pdf","grobid_xml":"https://content.openalex.org/works/W2902914352.grobid-xml"},"referenced_works_count":50,"referenced_works":["https://openalex.org/W20667085","https://openalex.org/W1822655612","https://openalex.org/W1973980096","https://openalex.org/W1994618970","https://openalex.org/W1996536854","https://openalex.org/W1998091733","https://openalex.org/W2013863451","https://openalex.org/W2032186932","https://openalex.org/W2049269278","https://openalex.org/W2063742835","https://openalex.org/W2065228400","https://openalex.org/W2096296626","https://openalex.org/W2102086994","https://openalex.org/W2104355163","https://openalex.org/W2107559689","https://openalex.org/W2107968098","https://openalex.org/W2109369020","https://openalex.org/W2121037445","https://openalex.org/W2124849257","https://openalex.org/W2128248866","https://openalex.org/W2129061523","https://openalex.org/W2129406249","https://openalex.org/W2135930857","https://openalex.org/W2143445293","https://openalex.org/W2159675343","https://openalex.org/W2163263459","https://openalex.org/W2168433392","https://openalex.org/W2175523054","https://openalex.org/W2328635703","https://openalex.org/W2339613164","https://openalex.org/W2343940821","https://openalex.org/W2487925454","https://openalex.org/W2526910689","https://openalex.org/W2558896083","https://openalex.org/W2560730863","https://openalex.org/W2588066481","https://openalex.org/W2623097127","https://openalex.org/W2729094633","https://openalex.org/W2765072760","https://openalex.org/W2792366783","https://openalex.org/W2804491915","https://openalex.org/W2891959849","https://openalex.org/W2963224817","https://openalex.org/W3140106263","https://openalex.org/W4254155307","https://openalex.org/W4285719527","https://openalex.org/W4297927038","https://openalex.org/W6608515337","https://openalex.org/W6819802594","https://openalex.org/W6832366022"],"related_works":["https://openalex.org/W3013987925","https://openalex.org/W2741549564","https://openalex.org/W2031844830","https://openalex.org/W2997142041","https://openalex.org/W2800037024","https://openalex.org/W2898931495","https://openalex.org/W3130430154","https://openalex.org/W2167203616","https://openalex.org/W2393528873","https://openalex.org/W2153689444"],"abstract_inverted_index":{"The":[0],"rapid":[1],"development":[2],"of":[3,19,57],"wellness":[4,34],"smart":[5],"devices":[6,39],"and":[7,13,27,40,73,113,128,141,167],"apps,":[8],"such":[9,37],"as":[10],"Fitbit":[11],"Coach":[12],"FitnessGenes,":[14],"has":[15],"triggered":[16],"a":[17,43,95,148],"wave":[18],"interaction":[20],"on":[21,32,98,117,152,157],"social":[22,58,70,86,102],"networks.":[23,59],"People":[24],"communicate":[25],"with":[26],"follow":[28],"each":[29],"other":[30],"based":[31],"their":[33,118,169],"activities.":[35],"Though":[36],"IoT":[38],"data":[41,71],"provide":[42],"good":[44],"motivation,":[45],"they":[46],"also":[47],"expose":[48],"users":[49],"to":[50,53,65,81,108,132,146],"threats":[51],"due":[52],"the":[54,99,110,115,138,153],"privacy":[55,68],"leakage":[56],"Anonymization":[60],"techniques":[61,77],"are":[62,78],"widely":[63],"adopted":[64,131],"protect":[66],"users\u2019":[67],"during":[69],"publishing":[72],"sharing.":[74],"However,":[75],"de-anonymization":[76,104,111,165],"actively":[79],"studied":[80],"identify":[82],"weaknesses":[83],"in":[84],"current":[85],"network":[87,103],"data-publishing":[88],"mechanisms.":[89],"In":[90],"this":[91],"paper,":[92],"we":[93,161],"conduct":[94],"comprehensive":[96],"analysis":[97,139,159],"typical":[100,164],"structure-based":[101],"algorithms.":[105,155],"We":[106,136],"aim":[107],"understand":[109],"approaches":[112],"disclose":[114],"impacts":[116,151],"application":[119],"performance":[120,170],"caused":[121],"by":[122],"different":[123,172],"factors,":[124],"e.g.,":[125],"topology":[126],"properties":[127],"anonymization":[129],"methods":[130],"sanitize":[133],"original":[134],"data.":[135],"design":[137],"framework":[140],"define":[142],"three":[143,163],"experiment":[144],"environments":[145],"evaluate":[147,168],"few":[149],"factors\u2019":[150],"target":[154],"Based":[156],"our":[158],"architecture,":[160],"simulate":[162],"algorithms":[166],"under":[171],"pre-configured":[173],"environments.":[174]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":6}],"updated_date":"2026-04-18T07:56:08.524223","created_date":"2025-10-10T00:00:00"}