{"id":"https://openalex.org/W1193421105","doi":"https://doi.org/10.1007/s11227-015-1495-8","title":"Prediction of purchase behaviors across heterogeneous social networks","display_name":"Prediction of purchase behaviors across heterogeneous social networks","publication_year":2015,"publication_date":"2015-08-11","ids":{"openalex":"https://openalex.org/W1193421105","doi":"https://doi.org/10.1007/s11227-015-1495-8","mag":"1193421105"},"language":"en","primary_location":{"id":"doi:10.1007/s11227-015-1495-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11227-015-1495-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11227-015-1495-8.pdf","source":{"id":"https://openalex.org/S32326811","display_name":"The Journal of Supercomputing","issn_l":"0920-8542","issn":["0920-8542","1573-0484"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"The Journal of Supercomputing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s11227-015-1495-8.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5057538607","display_name":"Yuanzhuo Wang","orcid":"https://orcid.org/0000-0002-6799-1756"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yuanzhuo Wang","raw_affiliation_strings":["CAS Key Lab of Network Data Sci & Tech, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CAS Key Lab of Network Data Sci & Tech, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100367209","display_name":"Jingyuan Li","orcid":"https://orcid.org/0009-0008-9384-9455"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingyuan Li","raw_affiliation_strings":["CAS Key Lab of Network Data Sci & Tech, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CAS Key Lab of Network Data Sci & Tech, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100409530","display_name":"Qiang Liu","orcid":"https://orcid.org/0000-0003-2922-3518"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiang Liu","raw_affiliation_strings":["CAS Key Lab of Network Data Sci & Tech, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","University of Chinese Academy of Sciences, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CAS Key Lab of Network Data Sci & Tech, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]},{"raw_affiliation_string":"University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007711747","display_name":"Yan Ren","orcid":"https://orcid.org/0000-0001-7602-6328"},"institutions":[{"id":"https://openalex.org/I4210087772","display_name":"National Computer Network Emergency Response Technical Team/Coordination Center of Chinar","ror":"https://ror.org/00247dh76","country_code":"CN","type":"nonprofit","lineage":["https://openalex.org/I4210087772"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yan Ren","raw_affiliation_strings":["National Computer Network Emergency Response Technical Team Coordination Center of China, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Computer Network Emergency Response Technical Team Coordination Center of China, Beijing, China","institution_ids":["https://openalex.org/I4210087772"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5057538607"],"corresponding_institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176"],"apc_list":{"value":2990,"currency":"USD","value_usd":2990},"apc_paid":{"value":2990,"currency":"USD","value_usd":2990},"fwci":3.2814,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.93354399,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"71","issue":"9","first_page":"3320","last_page":"3336"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10609","display_name":"Digital Marketing and Social Media","score":0.9954000115394592,"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/T11478","display_name":"Caching and Content Delivery","score":0.9933000206947327,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.8272466659545898},{"id":"https://openalex.org/keywords/purchasing","display_name":"Purchasing","score":0.7077214121818542},{"id":"https://openalex.org/keywords/social-network","display_name":"Social network (sociolinguistics)","score":0.6890716552734375},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.5615848898887634},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.5298008322715759},{"id":"https://openalex.org/keywords/social-network-service","display_name":"Social network service","score":0.4496935307979584},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4268730580806732},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.415531724691391},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.3469264507293701},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.1336008608341217},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.11018496751785278}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8272466659545898},{"id":"https://openalex.org/C2778813691","wikidata":"https://www.wikidata.org/wiki/Q1369832","display_name":"Purchasing","level":2,"score":0.7077214121818542},{"id":"https://openalex.org/C4727928","wikidata":"https://www.wikidata.org/wiki/Q17164759","display_name":"Social network (sociolinguistics)","level":3,"score":0.6890716552734375},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.5615848898887634},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.5298008322715759},{"id":"https://openalex.org/C2988957881","wikidata":"https://www.wikidata.org/wiki/Q3220391","display_name":"Social network service","level":3,"score":0.4496935307979584},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4268730580806732},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.415531724691391},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.3469264507293701},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.1336008608341217},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.11018496751785278},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s11227-015-1495-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11227-015-1495-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11227-015-1495-8.pdf","source":{"id":"https://openalex.org/S32326811","display_name":"The Journal of Supercomputing","issn_l":"0920-8542","issn":["0920-8542","1573-0484"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"The Journal of Supercomputing","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s11227-015-1495-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11227-015-1495-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11227-015-1495-8.pdf","source":{"id":"https://openalex.org/S32326811","display_name":"The Journal of Supercomputing","issn_l":"0920-8542","issn":["0920-8542","1573-0484"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"The Journal of Supercomputing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2096837807","display_name":null,"funder_award_id":"2013CB329602","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G3079891324","display_name":"\u57fa\u4e8e\u968f\u673a\u535a\u5f08\u7f51\u7684\u7f51\u7edc\u7528\u6237\u4fe1\u606f\u884c\u4e3a\u6a21\u578b\u53ca\u6f14\u5316\u6027\u5206\u6790","funder_award_id":"61173008","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G32574776","display_name":null,"funder_award_id":"61303244","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4213423364","display_name":null,"funder_award_id":"61402442","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5971703986","display_name":"\u5728\u7ebf\u793e\u4f1a\u5173\u7cfb\u7f51\u7edc\u7684\u6316\u6398\u4e0e\u5206\u6790","funder_award_id":"61232010","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6062969006","display_name":null,"funder_award_id":"61402022","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7702600198","display_name":null,"funder_award_id":"2014CB340401","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program 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/F4320334978","display_name":"Beijing Nova Program","ror":"https://ror.org/034k14f91"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W1193421105.pdf","grobid_xml":"https://content.openalex.org/works/W1193421105.grobid-xml"},"referenced_works_count":32,"referenced_works":["https://openalex.org/W115528473","https://openalex.org/W275195110","https://openalex.org/W1494501810","https://openalex.org/W1542664738","https://openalex.org/W1600999481","https://openalex.org/W1835452851","https://openalex.org/W1854866626","https://openalex.org/W1968887220","https://openalex.org/W1969890816","https://openalex.org/W1971498918","https://openalex.org/W2046974451","https://openalex.org/W2047532797","https://openalex.org/W2056835025","https://openalex.org/W2059660987","https://openalex.org/W2097056253","https://openalex.org/W2108685212","https://openalex.org/W2113297784","https://openalex.org/W2127300005","https://openalex.org/W2137245235","https://openalex.org/W2138759931","https://openalex.org/W2142144955","https://openalex.org/W2142972908","https://openalex.org/W2144122960","https://openalex.org/W2145360759","https://openalex.org/W2147734964","https://openalex.org/W2151613517","https://openalex.org/W2165424625","https://openalex.org/W2220119790","https://openalex.org/W2292926678","https://openalex.org/W2524769531","https://openalex.org/W2551422141","https://openalex.org/W3148011001"],"related_works":["https://openalex.org/W2120116197","https://openalex.org/W159653547","https://openalex.org/W2983596806","https://openalex.org/W2130626323","https://openalex.org/W1915849379","https://openalex.org/W2316844440","https://openalex.org/W2977590961","https://openalex.org/W2086535349","https://openalex.org/W2800444927","https://openalex.org/W2095518820"],"abstract_inverted_index":{"Due":[0],"to":[1,34,106,108,163,211,224],"the":[2,21,39,43,50,62,69,76,80,95,100,103,118,139,143,190,213,228,237,248,258,262,270],"development":[3],"of":[4,54,65,83,102,117,122,142,167,227,236,264],"web":[5],"services,":[6],"many":[7,131],"social":[8,73,151,170,204,240],"network":[9,74,134,152,171,205,241],"sites,":[10,75],"as":[11,13,137,184,186],"well":[12,185],"online":[14,55,144,174,208,244],"shopping":[15,56,145,175,209,245],"sites":[16,146,172,176,242,246],"have":[17],"been":[18],"booming":[19],"in":[20,72,113,247],"past":[22],"decade,":[23],"where":[24],"it":[25],"is":[26,59,91,126],"a":[27,123,127,160,198],"common":[28],"phenomenon":[29],"that":[30,201,219,256],"people":[31],"are":[32,86],"likely":[33],"use":[35,116],"multiple":[36],"services":[37],"at":[38],"same":[40,124],"time.":[41],"On":[42,68],"one":[44,235],"hand,":[45,71],"previous":[46],"research":[47],"findings":[48],"indicate":[49],"data":[51],"sparsity":[52],"issues":[53],"accounts,":[57],"which":[58],"caused":[60],"by":[61,94,99,273],"heavy-tailed":[63],"distribution":[64],"user":[66],"information.":[67],"other":[70],"personal":[77],"information":[78,149,206],"and":[79,88,173,207,233,243],"corresponding":[81],"statuses":[82],"an":[84],"account":[85,104,182,192,260],"abundant,":[87],"their":[89],"genuineness":[90],"guaranteed":[92],"either":[93],"service":[96],"provider,":[97],"or":[98,110],"willingness":[101],"owner":[105],"connect":[107],"his":[109],"her":[111],"friends":[112],"reality.":[114],"Making":[115],"correlation":[119,165,229,259],"between":[120,169,231],"accounts":[121,166,230],"individual":[125],"crucial":[128],"prerequisite":[129],"for":[130],"interesting":[132],"cross":[133],"applications,":[135],"such":[136],"improving":[138],"recommendation":[140],"performance":[141],"using":[147,257],"extra":[148],"from":[150],"services.":[153],"In":[154],"this":[155],"paper,":[156],"we":[157,194],"firstly":[158],"propose":[159],"game-theoretic":[161],"method":[162,200,221,268],"identify":[164],"individuals":[168],"with":[177],"stable":[178],"matching":[179],"model,":[180],"incorporating":[181],"profiles":[183],"historical":[187],"behaviors.":[188,215],"Using":[189],"above":[191],"relationships,":[193],"then":[195],"put":[196],"forward":[197],"predicting":[199,267],"combines":[202],"heterogeneous":[203],"information,":[210],"predict":[212],"purchasing":[214],"The":[216,251],"results":[217,253],"show":[218,255],"our":[220,265],"identifies":[222],"up":[223],"70":[225],"%":[226],"Facebook":[232],"eBay,":[234],"most":[238],"popular":[239],"world,":[249],"respectively.":[250],"experimental":[252],"also":[254],"sets,":[261],"accuracy":[263],"purchase":[266],"outperforms":[269],"state-of-the-art":[271],"methods":[272],"5":[274],"%.":[275]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2018,"cited_by_count":2},{"year":2016,"cited_by_count":1}],"updated_date":"2026-07-25T09:21:30.201066","created_date":"2025-10-10T00:00:00"}
