{"id":"https://openalex.org/W4404628042","doi":"https://doi.org/10.1109/access.2024.3504496","title":"Self-Supervised Enhancement Method for Multi-Behavior Session-Based Recommendation","display_name":"Self-Supervised Enhancement Method for Multi-Behavior Session-Based Recommendation","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4404628042","doi":"https://doi.org/10.1109/access.2024.3504496"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3504496","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3504496","pdf_url":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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://doi.org/10.1109/access.2024.3504496","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100633076","display_name":"Zhen Zhang","orcid":"https://orcid.org/0000-0002-6755-3713"},"institutions":[{"id":"https://openalex.org/I71052956","display_name":"University of Reading","ror":"https://ror.org/05v62cm79","country_code":"GB","type":"education","lineage":["https://openalex.org/I71052956"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Zhen Zhang","raw_affiliation_strings":["Department of Computer Science, University of Reading, Reading, U.K","Department of Computer Science, University of Reading, Reading, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Reading, Reading, U.K","institution_ids":["https://openalex.org/I71052956"]},{"raw_affiliation_string":"Department of Computer Science, University of Reading, Reading, UK","institution_ids":["https://openalex.org/I71052956"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068479340","display_name":"Jingai Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I5343935","display_name":"Guilin University of Electronic Technology","ror":"https://ror.org/05arjae42","country_code":"CN","type":"education","lineage":["https://openalex.org/I5343935"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingai Zhang","raw_affiliation_strings":["Guangxi Key Laboratory of Trusted Software, Guilin University of Electronic Technology, Guilin, Guangxi, China","Guangxi Key Laboratory of Trusted Software (Guilin University of Electronic Technology), Guilin, Guangxi, China"],"raw_orcid":"https://orcid.org/0009-0007-7012-7540","affiliations":[{"raw_affiliation_string":"Guangxi Key Laboratory of Trusted Software, Guilin University of Electronic Technology, Guilin, Guangxi, China","institution_ids":["https://openalex.org/I5343935"]},{"raw_affiliation_string":"Guangxi Key Laboratory of Trusted Software (Guilin University of Electronic Technology), Guilin, Guangxi, China","institution_ids":["https://openalex.org/I5343935"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090167672","display_name":"Jintao Chen","orcid":"https://orcid.org/0000-0001-5840-0021"},"institutions":[{"id":"https://openalex.org/I5343935","display_name":"Guilin University of Electronic Technology","ror":"https://ror.org/05arjae42","country_code":"CN","type":"education","lineage":["https://openalex.org/I5343935"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jintao Chen","raw_affiliation_strings":["Guangxi Key Laboratory of Trusted Software, Guilin University of Electronic Technology, Guilin, Guangxi, China","Guangxi Key Laboratory of Trusted Software (Guilin University of Electronic Technology), Guilin, Guangxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guangxi Key Laboratory of Trusted Software, Guilin University of Electronic Technology, Guilin, Guangxi, China","institution_ids":["https://openalex.org/I5343935"]},{"raw_affiliation_string":"Guangxi Key Laboratory of Trusted Software (Guilin University of Electronic Technology), Guilin, Guangxi, China","institution_ids":["https://openalex.org/I5343935"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yuzhao Huang","orcid":null},"institutions":[{"id":"https://openalex.org/I5343935","display_name":"Guilin University of Electronic Technology","ror":"https://ror.org/05arjae42","country_code":"CN","type":"education","lineage":["https://openalex.org/I5343935"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuzhao Huang","raw_affiliation_strings":["Guangxi Key Laboratory of Automatic Detecting Technology and Instruments, Guilin University of Electronic Technology, Guilin, Guangxi, China","Guangxi Key Laboratory of Automatic Detecting Technology and Instruments (Guilin University of Electronic Technology), Guilin, Guangxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guangxi Key Laboratory of Automatic Detecting Technology and Instruments, Guilin University of Electronic Technology, Guilin, Guangxi, China","institution_ids":["https://openalex.org/I5343935"]},{"raw_affiliation_string":"Guangxi Key Laboratory of Automatic Detecting Technology and Instruments (Guilin University of Electronic Technology), Guilin, Guangxi, China","institution_ids":["https://openalex.org/I5343935"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005686261","display_name":"Xiaoyang Huang","orcid":"https://orcid.org/0000-0002-7221-2075"},"institutions":[{"id":"https://openalex.org/I5343935","display_name":"Guilin University of Electronic Technology","ror":"https://ror.org/05arjae42","country_code":"CN","type":"education","lineage":["https://openalex.org/I5343935"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoyang Huang","raw_affiliation_strings":["Guangxi Key Laboratory of Automatic Detecting Technology and Instruments, Guilin University of Electronic Technology, Guilin, Guangxi, China","Guangxi Key Laboratory of Automatic Detecting Technology and Instruments (Guilin University of Electronic Technology), Guilin, Guangxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guangxi Key Laboratory of Automatic Detecting Technology and Instruments, Guilin University of Electronic Technology, Guilin, Guangxi, China","institution_ids":["https://openalex.org/I5343935"]},{"raw_affiliation_string":"Guangxi Key Laboratory of Automatic Detecting Technology and Instruments (Guilin University of Electronic Technology), Guilin, Guangxi, China","institution_ids":["https://openalex.org/I5343935"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.6396,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.78254126,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"12","issue":null,"first_page":"175268","last_page":"175277"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.7325999736785889,"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":0.7325999736785889,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.7167999744415283,"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":0.7540513277053833},{"id":"https://openalex.org/keywords/session","display_name":"Session (web analytics)","score":0.7452839612960815},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4147425889968872},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3808736503124237},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.11740642786026001}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7540513277053833},{"id":"https://openalex.org/C2779182362","wikidata":"https://www.wikidata.org/wiki/Q17126187","display_name":"Session (web analytics)","level":2,"score":0.7452839612960815},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4147425889968872},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3808736503124237},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.11740642786026001}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/access.2024.3504496","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3504496","pdf_url":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:centaur.reading.ac.uk:119793","is_oa":true,"landing_page_url":"https://orcid.org/0009-0007-7012-7540","pdf_url":"https://centaur.reading.ac.uk/119793/1/Self-Supervised_Enhancement_Method_for_Multi-Behavior_Session-Based_Recommendation.pdf","source":{"id":"https://openalex.org/S4306402273","display_name":"CentAUR (University of Reading)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I71052956","host_organization_name":"University of Reading","host_organization_lineage":["https://openalex.org/I71052956"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"pmh:oai:doaj.org/article:2ff8b677a33c40eeba52b87bf5c9cc06","is_oa":true,"landing_page_url":"https://doaj.org/article/2ff8b677a33c40eeba52b87bf5c9cc06","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 12, Pp 175268-175277 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3504496","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3504496","pdf_url":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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/G4853300063","display_name":null,"funder_award_id":"AB22080047","funder_id":"https://openalex.org/F4320336589","funder_display_name":"Guangxi Key Research and Development Program"},{"id":"https://openalex.org/G6911281488","display_name":null,"funder_award_id":"62267002","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7059875469","display_name":null,"funder_award_id":"62167002","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/F4320336589","display_name":"Guangxi Key Research and Development Program","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W2042281163","https://openalex.org/W2171279286","https://openalex.org/W2469952266","https://openalex.org/W2512965516","https://openalex.org/W2746011824","https://openalex.org/W2809307135","https://openalex.org/W2892880750","https://openalex.org/W2899457523","https://openalex.org/W2964044287","https://openalex.org/W2965919199","https://openalex.org/W2986515219","https://openalex.org/W3034329572","https://openalex.org/W3035666843","https://openalex.org/W3093800735","https://openalex.org/W3132387739","https://openalex.org/W3173365306","https://openalex.org/W3185693672","https://openalex.org/W3198457408","https://openalex.org/W4284702430","https://openalex.org/W4311079930","https://openalex.org/W4321485796","https://openalex.org/W4323797284","https://openalex.org/W4367047034","https://openalex.org/W4378771633","https://openalex.org/W4391529002","https://openalex.org/W6692935382","https://openalex.org/W6732335829","https://openalex.org/W6739901393","https://openalex.org/W6762490134"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Session-Based":[0],"Recommendation(SBR)":[1],"aims":[2],"to":[3,35,48,76,130,166,190],"capture":[4,36,77],"users\u2019":[5],"short-term":[6],"and":[7,31,81,103,149,184],"dynamic":[8,123],"preferences":[9],"through":[10,163],"anonymous":[11],"sessions.":[12],"Most":[13],"existing":[14],"SBR":[15],"methods":[16,192],"neglect":[17],"the":[18,37,69,98,104,112,116,121,128,143,151],"collaborative":[19],"information":[20,42,86,114,162],"between":[21,106,125],"multiple":[22],"behaviors":[23,102],"in":[24],"a":[25,59,73,82,91,138,164,186,196],"session":[26,70,129],"when":[27],"modeling":[28],"user":[29],"preferences,":[30],"they":[32],"often":[33],"struggle":[34],"complex":[38,122],"correlations":[39],"of":[40,101,115,153],"contextual":[41,85,161],"across":[43],"sessions,":[44],"which":[45],"can":[46],"lead":[47],"poor":[49],"recommendation":[50,169,182,191],"performance.":[51],"To":[52],"address":[53],"these":[54],"issues,":[55],"this":[56],"paper":[57],"proposes":[58],"Self-Supervised":[60],"enhancement":[61,93,178],"method":[62,141,179],"for":[63,84,142],"Multi-Behavior":[64],"Session-based":[65],"Recommendation(SSMB-SR).":[66],"SSMB-SR":[67],"represents":[68],"sequence":[71],"using":[72],"heterogeneous":[74,92],"graph":[75],"intricate":[78],"behavior":[79,108],"interactions":[80,124],"hypergraph":[83,165],"integration.":[87],"Specifically,":[88],"we":[89,136,158],"designed":[90],"module":[94,144],"that":[95,145,174,193],"deeply":[96],"understands":[97],"intrinsic":[99],"connections":[100],"interdependencies":[105],"different":[107],"types":[109],"by":[110],"enhancing":[111],"behavioral":[113],"central":[117],"node,":[118],"effectively":[119],"capturing":[120],"nodes":[126],"within":[127],"obtain":[131],"accurate":[132,168],"item":[133],"embeddings.":[134],"Concurrently,":[135],"propose":[137],"self-supervised":[139,177],"training":[140],"mitigates":[146],"location":[147],"bias":[148],"minimizes":[150],"impact":[152],"noisy":[154],"behaviors.":[155],"For":[156],"cross-session,":[157],"combine":[159],"relevant":[160],"achieve":[167],"results.":[170],"Experimental":[171],"results":[172],"show":[173],"our":[175],"proposed":[176],"significantly":[180],"improves":[181],"performance":[183,188],"has":[185],"better":[187],"compared":[189],"only":[194],"consider":[195],"single":[197],"behavior.":[198]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}
