{"id":"https://openalex.org/W4402454797","doi":"https://doi.org/10.1145/3674029.3674070","title":"A GNN Model with Adaptive Weights for Session-Based Recommendation Systems","display_name":"A GNN Model with Adaptive Weights for Session-Based Recommendation Systems","publication_year":2024,"publication_date":"2024-05-24","ids":{"openalex":"https://openalex.org/W4402454797","doi":"https://doi.org/10.1145/3674029.3674070"},"language":"en","primary_location":{"id":"doi:10.1145/3674029.3674070","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3674029.3674070","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 9th International Conference on Machine Learning Technologies (ICMLT)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3674029.3674070","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5107132764","display_name":"Beg\u00fcm \u00d6zbay","orcid":null},"institutions":[{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Begum Ozbay","raw_affiliation_strings":["Computer Engineering, Istanbul Technical University, Turkey"],"raw_orcid":"https://orcid.org/0009-0005-6652-3976","affiliations":[{"raw_affiliation_string":"Computer Engineering, Istanbul Technical University, Turkey","institution_ids":["https://openalex.org/I48912391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005394892","display_name":"Resul Tugay","orcid":"https://orcid.org/0000-0003-1621-9528"},"institutions":[{"id":"https://openalex.org/I95634034","display_name":"Gazi University","ror":"https://ror.org/054xkpr46","country_code":"TR","type":"education","lineage":["https://openalex.org/I95634034"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Resul Tugay","raw_affiliation_strings":["Computer Engineering, Gazi University, Turkey"],"raw_orcid":"https://orcid.org/0000-0003-1621-9528","affiliations":[{"raw_affiliation_string":"Computer Engineering, Gazi University, Turkey","institution_ids":["https://openalex.org/I95634034"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049127704","display_name":"\u015eule G\u00fcnd\u00fcz \u00d6\u011f\u00fcd\u00fcc\u00fc","orcid":"https://orcid.org/0000-0002-0288-4757"},"institutions":[{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Sule Gunduz Oguducu","raw_affiliation_strings":["Artificial Intelligence and Data Engineering, Istanbul Technical University, Turkey"],"raw_orcid":"https://orcid.org/0000-0002-0288-4757","affiliations":[{"raw_affiliation_string":"Artificial Intelligence and Data Engineering, Istanbul Technical University, Turkey","institution_ids":["https://openalex.org/I48912391"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5107132764"],"corresponding_institution_ids":["https://openalex.org/I48912391"],"apc_list":null,"apc_paid":null,"fwci":1.492,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.86844203,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"258","last_page":"264"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9991999864578247,"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":0.9991999864578247,"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/T10028","display_name":"Topic Modeling","score":0.9858999848365784,"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/T10201","display_name":"Speech Recognition and Synthesis","score":0.9629999995231628,"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/session","display_name":"Session (web analytics)","score":0.8212110996246338},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7629260420799255},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.1306520700454712}],"concepts":[{"id":"https://openalex.org/C2779182362","wikidata":"https://www.wikidata.org/wiki/Q17126187","display_name":"Session (web analytics)","level":2,"score":0.8212110996246338},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7629260420799255},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.1306520700454712}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3674029.3674070","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3674029.3674070","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 9th International Conference on Machine Learning Technologies (ICMLT)","raw_type":"proceedings-article"},{"id":"pmh:oai:polen.itu.edu.tr:11527/27091","is_oa":false,"landing_page_url":"http://hdl.handle.net/11527/27091","pdf_url":null,"source":{"id":"https://openalex.org/S4306400460","display_name":"Istanbul Technical University Academic Open Archive (Istanbul Technical University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I48912391","host_organization_name":"Istanbul Technical University","host_organization_lineage":["https://openalex.org/I48912391"],"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:polen.itu.edu.tr:11527/54824","is_oa":false,"landing_page_url":"https://hdl.handle.net/11527/54824","pdf_url":null,"source":{"id":"https://openalex.org/S4306400460","display_name":"Istanbul Technical University Academic Open Archive (Istanbul Technical University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I48912391","host_organization_name":"Istanbul Technical University","host_organization_lineage":["https://openalex.org/I48912391"],"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"}],"best_oa_location":{"id":"doi:10.1145/3674029.3674070","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3674029.3674070","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 9th International Conference on Machine Learning Technologies (ICMLT)","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W2896457183","https://openalex.org/W2899457523","https://openalex.org/W2963367478","https://openalex.org/W2964044287","https://openalex.org/W2966329817","https://openalex.org/W2966483207","https://openalex.org/W2984100107","https://openalex.org/W2995056525","https://openalex.org/W3002424897","https://openalex.org/W3101707147","https://openalex.org/W3200664681","https://openalex.org/W4213298164","https://openalex.org/W4224952158","https://openalex.org/W4226019392","https://openalex.org/W4280545955","https://openalex.org/W4287101413","https://openalex.org/W4296071503","https://openalex.org/W4299286960","https://openalex.org/W4319792931","https://openalex.org/W4367046963"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W4230197055","https://openalex.org/W4296749040","https://openalex.org/W621808327","https://openalex.org/W644007644","https://openalex.org/W2497198634","https://openalex.org/W3012257603","https://openalex.org/W1586784764","https://openalex.org/W4292264782"],"abstract_inverted_index":{"Session-based":[0],"recommendation":[1,50,200],"systems":[2],"aim":[3],"to":[4,13,41,62,73,113,135,185,197],"model":[5],"users\u2019":[6],"interests":[7],"based":[8],"on":[9,173],"their":[10],"sequential":[11],"interactions":[12],"predict":[14],"the":[15,43,52,63,85,101,120,137,146,174,178,181,190,199],"next":[16],"item":[17],"in":[18,34,125,141,150,157,188,202],"an":[19,47,57],"ongoing":[20],"session.":[21],"In":[22],"this":[23,107],"work,":[24],"we":[25],"present":[26],"a":[27,98],"novel":[28],"approach":[29,183],"that":[30,106],"can":[31,132],"be":[32,133],"used":[33],"session-based":[35,49],"recommendations":[36,156],"(SBRs).":[37],"Our":[38,170],"goal":[39],"is":[40,71],"enhance":[42],"prediction":[44],"accuracy":[45],"of":[46,77,92,100,123,148,180],"existing":[48],"model,":[51,54],"SR-GNN":[53],"by":[55,143],"introducing":[56],"adaptive":[58,108,129],"weighting":[59,102,109,130],"mechanism":[60,70],"applied":[61],"graph":[64],"neural":[65],"network":[66],"(GNN)":[67],"vectors.":[68],"This":[69],"designed":[72],"incorporate":[74],"various":[75],"types":[76],"side":[78],"information":[79],"obtained":[80],"through":[81],"different":[82,126],"methods":[83],"during":[84],"study.":[86],"Items":[87],"are":[88],"assigned":[89],"varying":[90],"degrees":[91],"importance":[93,147],"within":[94],"each":[95,151],"session":[96],"as":[97,162],"result":[99],"mechanism.":[103],"We":[104],"hypothesize":[105],"strategy":[110,131],"will":[111],"contribute":[112],"more":[114],"accurate":[115],"predictions":[116],"and":[117,193],"thus":[118,153],"improve":[119],"overall":[121],"performance":[122],"SBRs":[124,142],"scenarios.":[127],"The":[128],"utilized":[134],"address":[136],"cold":[138,158],"start":[139,159],"problem":[140],"dynamically":[144],"adjusting":[145],"items":[149],"session,":[152],"providing":[154],"better":[155],"situations,":[160],"such":[161],"for":[163],"new":[164],"users":[165],"or":[166],"newly":[167],"added":[168],"items.":[169],"experimental":[171],"evaluations":[172],"Dressipi":[175],"dataset":[176],"demonstrate":[177],"effectiveness":[179],"proposed":[182],"compared":[184],"traditional":[186],"models":[187],"enhancing":[189],"user":[191],"experience":[192],"highlighting":[194],"its":[195],"potential":[196],"optimize":[198],"results":[201],"real-world":[203],"applications.":[204]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}