{"id":"https://openalex.org/W4323065968","doi":"https://doi.org/10.1109/access.2023.3251994","title":"Heterogeneous Multi-Behavior Recommendation Based on Graph Convolutional Networks","display_name":"Heterogeneous Multi-Behavior Recommendation Based on Graph Convolutional Networks","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4323065968","doi":"https://doi.org/10.1109/access.2023.3251994"},"language":"en","primary_location":{"id":"doi:10.1109/access.2023.3251994","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3251994","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10058496.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10058496.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5021497633","display_name":"Ran Rang","orcid":"https://orcid.org/0009-0009-6836-5827"},"institutions":[{"id":"https://openalex.org/I119203015","display_name":"Shandong University of Technology","ror":"https://ror.org/02mr3ar13","country_code":"CN","type":"education","lineage":["https://openalex.org/I119203015"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ran Rang","raw_affiliation_strings":["Department of Computer Science and Technology, Shandong University of Technology, Zibo, China","Department of Computer Science and Technology, Shandong University of Technology, Zibo, Shandong, China"],"raw_orcid":"https://orcid.org/0009-0009-6836-5827","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Shandong University of Technology, Zibo, China","institution_ids":["https://openalex.org/I119203015"]},{"raw_affiliation_string":"Department of Computer Science and Technology, Shandong University of Technology, Zibo, Shandong, China","institution_ids":["https://openalex.org/I119203015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088785865","display_name":"Linlin Xing","orcid":"https://orcid.org/0000-0002-2345-0026"},"institutions":[{"id":"https://openalex.org/I119203015","display_name":"Shandong University of Technology","ror":"https://ror.org/02mr3ar13","country_code":"CN","type":"education","lineage":["https://openalex.org/I119203015"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Linlin Xing","raw_affiliation_strings":["Department of Computer Science and Technology, Shandong University of Technology, Zibo, China","Department of Computer Science and Technology, Shandong University of Technology, Zibo, Shandong, China"],"raw_orcid":"https://orcid.org/0000-0002-2345-0026","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Shandong University of Technology, Zibo, China","institution_ids":["https://openalex.org/I119203015"]},{"raw_affiliation_string":"Department of Computer Science and Technology, Shandong University of Technology, Zibo, Shandong, China","institution_ids":["https://openalex.org/I119203015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073920999","display_name":"Longbo Zhang","orcid":"https://orcid.org/0000-0001-7948-8448"},"institutions":[{"id":"https://openalex.org/I119203015","display_name":"Shandong University of Technology","ror":"https://ror.org/02mr3ar13","country_code":"CN","type":"education","lineage":["https://openalex.org/I119203015"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Longbo Zhang","raw_affiliation_strings":["Department of Computer Science and Technology, Shandong University of Technology, Zibo, China","Department of Computer Science and Technology, Shandong University of Technology, Zibo, Shandong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Shandong University of Technology, Zibo, China","institution_ids":["https://openalex.org/I119203015"]},{"raw_affiliation_string":"Department of Computer Science and Technology, Shandong University of Technology, Zibo, Shandong, China","institution_ids":["https://openalex.org/I119203015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043209636","display_name":"Hongzhen Cai","orcid":"https://orcid.org/0000-0002-4827-6773"},"institutions":[{"id":"https://openalex.org/I119203015","display_name":"Shandong University of Technology","ror":"https://ror.org/02mr3ar13","country_code":"CN","type":"education","lineage":["https://openalex.org/I119203015"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongzhen Cai","raw_affiliation_strings":["Department of Agricultural Engineering and Food Science, Shandong University of Technology, Zibo, China","Department of Agricultural Engineering and Food Science, Shandong University of Technology, Zibo, Shandong, China"],"raw_orcid":"https://orcid.org/0000-0002-4827-6773","affiliations":[{"raw_affiliation_string":"Department of Agricultural Engineering and Food Science, Shandong University of Technology, Zibo, China","institution_ids":["https://openalex.org/I119203015"]},{"raw_affiliation_string":"Department of Agricultural Engineering and Food Science, Shandong University of Technology, Zibo, Shandong, China","institution_ids":["https://openalex.org/I119203015"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101071760","display_name":"Zhaojie Sun","orcid":null},"institutions":[{"id":"https://openalex.org/I119203015","display_name":"Shandong University of Technology","ror":"https://ror.org/02mr3ar13","country_code":"CN","type":"education","lineage":["https://openalex.org/I119203015"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhaojie Sun","raw_affiliation_strings":["Department of Computer Science and Technology, Shandong University of Technology, Zibo, China","Department of Computer Science and Technology, Shandong University of Technology, Zibo, Shandong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Shandong University of Technology, Zibo, China","institution_ids":["https://openalex.org/I119203015"]},{"raw_affiliation_string":"Department of Computer Science and Technology, Shandong University of Technology, Zibo, Shandong, China","institution_ids":["https://openalex.org/I119203015"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I119203015"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":3.2882,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.92791747,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"11","issue":null,"first_page":"22574","last_page":"22584"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9998999834060669,"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":0.9998999834060669,"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.9994999766349792,"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/T10064","display_name":"Complex Network Analysis Techniques","score":0.9923999905586243,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7843457460403442},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5081243515014648},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.4781245291233063},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.317177951335907},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.22968199849128723}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7843457460403442},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5081243515014648},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.4781245291233063},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.317177951335907},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.22968199849128723}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2023.3251994","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3251994","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10058496.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:76fb0526cafc40a2ac4db18afa2c1029","is_oa":true,"landing_page_url":"https://doaj.org/article/76fb0526cafc40a2ac4db18afa2c1029","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 11, Pp 22574-22584 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2023.3251994","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3251994","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10058496.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7162709536","display_name":null,"funder_award_id":"2018YFB1403302","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G7930901744","display_name":null,"funder_award_id":"62002206","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/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/W4323065968.pdf","grobid_xml":"https://content.openalex.org/works/W4323065968.grobid-xml"},"referenced_works_count":41,"referenced_works":["https://openalex.org/W2154851992","https://openalex.org/W2517388038","https://openalex.org/W2604314403","https://openalex.org/W2605350416","https://openalex.org/W2807021761","https://openalex.org/W2859183155","https://openalex.org/W2911286998","https://openalex.org/W2945827670","https://openalex.org/W2946117866","https://openalex.org/W2951369132","https://openalex.org/W2963981376","https://openalex.org/W2965857891","https://openalex.org/W2966750432","https://openalex.org/W2995448904","https://openalex.org/W2996623289","https://openalex.org/W3029523432","https://openalex.org/W3034379146","https://openalex.org/W3035287707","https://openalex.org/W3043239945","https://openalex.org/W3045200674","https://openalex.org/W3080576782","https://openalex.org/W3094605801","https://openalex.org/W3097300053","https://openalex.org/W3100278010","https://openalex.org/W3100592176","https://openalex.org/W3100848837","https://openalex.org/W3104097132","https://openalex.org/W3113047152","https://openalex.org/W3120907553","https://openalex.org/W3153325943","https://openalex.org/W3176294187","https://openalex.org/W3177890934","https://openalex.org/W3185841886","https://openalex.org/W3207066264","https://openalex.org/W3217015614","https://openalex.org/W4221155633","https://openalex.org/W4225986962","https://openalex.org/W4285600332","https://openalex.org/W6762584928","https://openalex.org/W6767121309","https://openalex.org/W6769589523"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W4390273403","https://openalex.org/W4386781444","https://openalex.org/W2150182025","https://openalex.org/W3092950680","https://openalex.org/W3197542405","https://openalex.org/W2056712470","https://openalex.org/W3125580266","https://openalex.org/W4317039510","https://openalex.org/W4238861846"],"abstract_inverted_index":{"Traditional":[0],"recommendation":[1,23,35],"systems":[2],"usually":[3],"use":[4],"single":[5],"user-item":[6],"interaction":[7,45,84,106,163],"information,":[8],"which":[9],"ignore":[10,52],"the":[11,27,44,53,79,89,101,128,136,162,166,174,190,200],"multiple":[12,48],"relationships":[13],"that":[14],"exist":[15],"for":[16,26],"other":[17],"interactions":[18,145],"(e.g.,":[19],"likes,":[20],"clicks).":[21],"Multi-behavioral":[22],"models":[24,36],"compensate":[25],"shortcomings":[28],"of":[29,47,56,103,140,192,202],"traditional":[30],"models.":[31],"The":[32],"existing":[33],"multi-behavior":[34,122],"focus":[37],"on":[38,100,173,184],"obtaining":[39],"behavioral":[40,110],"information":[41,80,107],"by":[42],"distinguishing":[43],"differences":[46,87,111,164],"user":[49,60,104,149],"behaviors":[50,85,172],"but":[51],"common":[54,138],"preferences":[55],"items":[57],"related":[58],"to":[59,108,126,134,147,160,188,198],"different":[61,83,144],"interactions.":[62],"In":[63],"this":[64],"paper,":[65],"we":[66,93,119,152],"propose":[67,120],"a":[68,95,121,155],"Multi-Behavior":[69],"Heterogeneous":[70],"Contrastive":[71],"learning":[72,158],"Recommendation":[73],"(MBHCR)":[74],"model.":[75],"Specifically,":[76],"MBHCR":[77,193],"stresses":[78],"fusion":[81],"between":[82,165],"and":[86,142,146,170,177,194],"in":[88],"behavior":[90,156,169,175],"view.":[91],"Firstly,":[92],"design":[94,154],"unified":[96,129],"heterogeneous":[97,130],"graph":[98,131],"based":[99],"complexity":[102],"multi-behavioral":[105],"distinguish":[109],"while":[112],"preserving":[113],"their":[114,143],"complete":[115],"semantic":[116],"information.":[117,180],"Secondly,":[118],"relational":[123],"aggregator":[124],"component":[125],"model":[127,203],"only":[132],"once":[133],"capture":[135],"potential":[137],"representations":[139],"users":[141],"mitigate":[148],"sparsity.":[150],"Thirdly,":[151],"also":[153],"comparison":[157],"enhancer":[159],"complement":[161],"user\u2019s":[167],"target":[168],"auxiliary":[171],"view":[176],"extract":[178],"valid":[179],"Experiments":[181],"were":[182],"conducted":[183],"two":[185],"real-world":[186],"datasets":[187],"demonstrate":[189],"validity":[191],"designed":[195],"ablation":[196],"experiments":[197],"verify":[199],"contribution":[201],"components.":[204]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}