{"id":"https://openalex.org/W4402351799","doi":"https://doi.org/10.1109/ijcnn60899.2024.10650916","title":"Integrating Social and Knowledge Graphs in GNN-Based Recommender Systems","display_name":"Integrating Social and Knowledge Graphs in GNN-Based Recommender Systems","publication_year":2024,"publication_date":"2024-06-30","ids":{"openalex":"https://openalex.org/W4402351799","doi":"https://doi.org/10.1109/ijcnn60899.2024.10650916"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn60899.2024.10650916","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn60899.2024.10650916","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-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/A5101408542","display_name":"Zengyi Yu","orcid":"https://orcid.org/0009-0003-4571-340X"},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zengyi Yu","raw_affiliation_strings":["Zhejiang University of Technology,College of Educational Science and Technology,Hangzhou,China"],"affiliations":[{"raw_affiliation_string":"Zhejiang University of Technology,College of Educational Science and Technology,Hangzhou,China","institution_ids":["https://openalex.org/I55712492"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058286469","display_name":"Yonggu Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yonggu Wang","raw_affiliation_strings":["Zhejiang University of Technology,College of Educational Science and Technology,Hangzhou,China"],"affiliations":[{"raw_affiliation_string":"Zhejiang University of Technology,College of Educational Science and Technology,Hangzhou,China","institution_ids":["https://openalex.org/I55712492"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109614063","display_name":"Mengfang Hu","orcid":null},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mengfang Hu","raw_affiliation_strings":["Zhejiang University of Technology,College of Educational Science and Technology,Hangzhou,China"],"affiliations":[{"raw_affiliation_string":"Zhejiang University of Technology,College of Educational Science and Technology,Hangzhou,China","institution_ids":["https://openalex.org/I55712492"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5115694781","display_name":"Zihan Wang","orcid":"https://orcid.org/0009-0007-8384-7678"},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zihan Wang","raw_affiliation_strings":["Zhejiang University of Technology,College of Educational Science and Technology,Hangzhou,China"],"affiliations":[{"raw_affiliation_string":"Zhejiang University of Technology,College of Educational Science and Technology,Hangzhou,China","institution_ids":["https://openalex.org/I55712492"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5101408542"],"corresponding_institution_ids":["https://openalex.org/I55712492"],"apc_list":null,"apc_paid":null,"fwci":4.0592,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.94488631,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"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":0.9998000264167786,"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/T10028","display_name":"Topic Modeling","score":0.9951000213623047,"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/recommender-system","display_name":"Recommender system","score":0.8096176981925964},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7359136343002319},{"id":"https://openalex.org/keywords/knowledge-graph","display_name":"Knowledge graph","score":0.5399238467216492},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3758435845375061},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.36877238750457764}],"concepts":[{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.8096176981925964},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7359136343002319},{"id":"https://openalex.org/C2987255567","wikidata":"https://www.wikidata.org/wiki/Q33002955","display_name":"Knowledge graph","level":2,"score":0.5399238467216492},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3758435845375061},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.36877238750457764}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn60899.2024.10650916","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn60899.2024.10650916","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4099999964237213,"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W2127795553","https://openalex.org/W2137245235","https://openalex.org/W2140310134","https://openalex.org/W2184957013","https://openalex.org/W2509893387","https://openalex.org/W2624407581","https://openalex.org/W2801992635","https://openalex.org/W2809418595","https://openalex.org/W2912909080","https://openalex.org/W2945623882","https://openalex.org/W2963323306","https://openalex.org/W3093002391","https://openalex.org/W4294558607","https://openalex.org/W4296345581","https://openalex.org/W4297733535","https://openalex.org/W4385965844","https://openalex.org/W4389217140","https://openalex.org/W4390872682","https://openalex.org/W4392904609","https://openalex.org/W6678830454","https://openalex.org/W6680451568","https://openalex.org/W6713582119","https://openalex.org/W6738964360","https://openalex.org/W6758642872"],"related_works":["https://openalex.org/W4391375266","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"],"abstract_inverted_index":{"Graph":[0],"Neural":[1],"Networks":[2],"(GNN)":[3],"have":[4],"emerged":[5],"as":[6],"a":[7,62,89,97,108,139],"powerful":[8],"tool":[9],"in":[10,118],"recommendation":[11,46,94,177],"systems":[12],"due":[13],"to":[14,17,31,138,158],"their":[15,24],"ability":[16,157],"adeptly":[18],"model":[19,78],"complex":[20],"relational":[21],"data.":[22],"Despite":[23],"potential,":[25],"existing":[26],"GNN-based":[27,73],"approaches":[28],"often":[29],"fail":[30],"fully":[32],"harness":[33],"the":[34,45,49,93,129,144,170],"synergistic":[35],"benefits":[36],"of":[37,131],"integrating":[38],"social":[39,82,132,164],"networks":[40],"and":[41,66,84,114,133,165,175],"knowledge":[42,85,134],"graphs":[43],"into":[44,88],"process,":[47],"over-looking":[48],"nuanced":[50,176],"differences":[51],"between":[52,163],"these":[53,58,116],"data":[54],"sources.":[55],"To":[56],"address":[57],"gaps,":[59],"we":[60],"propose":[61],"novel":[63],"Integrating":[64],"Social":[65],"Knowledge":[67],"Graphs":[68],"(ISKG)":[69],"framework":[70],"tailored":[71],"for":[72,111,172],"Recommender":[74],"Systems.":[75],"The":[76,179],"ISKG":[77],"amalgamates":[79],"user-item":[80],"interactions,":[81],"connections,":[83],"graph":[86],"insights":[87],"unified":[90],"representation,":[91],"enhancing":[92],"quality":[95],"through":[96,107],"multi-faceted":[98],"approach.":[99],"It":[100],"starts":[101],"with":[102],"generating":[103],"initial":[104],"embeddings,":[105],"progresses":[106],"fusion":[109],"layer":[110],"feature":[112],"amalgamation,":[113],"refines":[115],"features":[117],"successive":[119],"propagation":[120],"layers.":[121],"An":[122],"innovative":[123],"Adaptive":[124],"Weighting":[125],"Mechanism":[126],"dynamically":[127],"balances":[128],"influence":[130],"graph-enhanced":[135],"features,":[136],"leading":[137],"Prediction":[140],"Layer":[141],"that":[142],"finalizes":[143],"recommendations.":[145],"Our":[146],"comprehensive":[147],"evaluation":[148],"showcases":[149],"ISKG\u2019s":[150],"superiority":[151],"over":[152],"conventional":[153],"baselines,":[154],"high-lighting":[155],"its":[156],"achieve":[159],"an":[160],"effective":[161],"balance":[162],"knowledge-based":[166],"recommendations,":[167],"thus":[168],"paving":[169],"way":[171],"more":[173],"accurate":[174],"systems.":[178],"project":[180],"details":[181],"are":[182],"available":[183],"at":[184],"https://yuzengyi.github.io/ISKG/.":[185]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3}],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}
