{"id":"https://openalex.org/W4393034205","doi":"https://doi.org/10.1109/tsc.2024.3376232","title":"A Joint Learning Recommendation Model for E-Commerce Platforms Integrating Long-Term and Short-Term Interests","display_name":"A Joint Learning Recommendation Model for E-Commerce Platforms Integrating Long-Term and Short-Term Interests","publication_year":2024,"publication_date":"2024-03-21","ids":{"openalex":"https://openalex.org/W4393034205","doi":"https://doi.org/10.1109/tsc.2024.3376232"},"language":"en","primary_location":{"id":"doi:10.1109/tsc.2024.3376232","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsc.2024.3376232","pdf_url":null,"source":{"id":"https://openalex.org/S204223317","display_name":"IEEE Transactions on Services Computing","issn_l":"1939-1374","issn":["1939-1374","2372-0204"],"is_oa":false,"is_in_doaj":false,"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 Transactions on Services Computing","raw_type":"journal-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/A5076892263","display_name":"Yunpeng Xiao","orcid":"https://orcid.org/0000-0002-2846-3571"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunpeng Xiao","raw_affiliation_strings":["School of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Nan’an, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0002-2846-3571","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Nan’an, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009451746","display_name":"Wanjing Zhao","orcid":"https://orcid.org/0009-0007-5009-9394"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wanjing Zhao","raw_affiliation_strings":["School of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Nan’an, Chongqing, China"],"raw_orcid":"https://orcid.org/0009-0007-5009-9394","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Nan’an, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088680031","display_name":"Yuyang Huang","orcid":"https://orcid.org/0009-0001-0249-3908"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuyang Huang","raw_affiliation_strings":["School of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Nan’an, Chongqing, China"],"raw_orcid":"https://orcid.org/0009-0001-0249-3908","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Nan’an, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031393277","display_name":"Tun Li","orcid":"https://orcid.org/0000-0002-7190-0167"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tun Li","raw_affiliation_strings":["School of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Nan’an, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0002-7190-0167","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Nan’an, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089825406","display_name":"Qian Li","orcid":"https://orcid.org/0000-0003-3905-8173"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qian Li","raw_affiliation_strings":["School of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Nan’an, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0003-3905-8173","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Nan’an, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I10535382"],"apc_list":null,"apc_paid":null,"fwci":10.2332,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.98057926,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"17","issue":"4","first_page":"1326","last_page":"1339"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9997000098228455,"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":0.9997000098228455,"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/T11478","display_name":"Caching and Content Delivery","score":0.9603000283241272,"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"}},{"id":"https://openalex.org/T12384","display_name":"Customer churn and segmentation","score":0.9351000189781189,"subfield":{"id":"https://openalex.org/subfields/1406","display_name":"Marketing"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8348890542984009},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.8250279426574707},{"id":"https://openalex.org/keywords/joint","display_name":"Joint (building)","score":0.5655314326286316},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.4119982123374939},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.4117193818092346},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3263701796531677},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.1992291808128357}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8348890542984009},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.8250279426574707},{"id":"https://openalex.org/C18555067","wikidata":"https://www.wikidata.org/wiki/Q8375051","display_name":"Joint (building)","level":2,"score":0.5655314326286316},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4119982123374939},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.4117193818092346},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3263701796531677},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.1992291808128357},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C170154142","wikidata":"https://www.wikidata.org/wiki/Q150737","display_name":"Architectural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tsc.2024.3376232","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsc.2024.3376232","pdf_url":null,"source":{"id":"https://openalex.org/S204223317","display_name":"IEEE Transactions on Services Computing","issn_l":"1939-1374","issn":["1939-1374","2372-0204"],"is_oa":false,"is_in_doaj":false,"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 Transactions on Services Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/17","display_name":"Partnerships for the goals","score":0.4099999964237213}],"awards":[{"id":"https://openalex.org/G3496534629","display_name":null,"funder_award_id":"CSTB2022NSCQ-MSX0329","funder_id":"https://openalex.org/F4320323172","funder_display_name":"Natural Science Foundation of Chongqing"},{"id":"https://openalex.org/G8569280878","display_name":"\u9762\u5411\u201c\u8c23\u8a00-\u8f9f\u8c23-\u4fc3\u8c23\u201d\u535a\u5f08\u5173\u7cfb\u7684\u793e\u4ea4\u7f51\u7edc\u8c23\u8a00\u4fe1\u606f\u4f20\u64ad\u673a\u5236\u7814\u7a76","funder_award_id":"62072066","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8963151118","display_name":null,"funder_award_id":"62006032","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/F4320323172","display_name":"Natural Science Foundation of Chongqing","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W2219888463","https://openalex.org/W2583674722","https://openalex.org/W2726499916","https://openalex.org/W2783272285","https://openalex.org/W2788295351","https://openalex.org/W2802187397","https://openalex.org/W2809307135","https://openalex.org/W2942680394","https://openalex.org/W2945772520","https://openalex.org/W2951431594","https://openalex.org/W2965898633","https://openalex.org/W2999851651","https://openalex.org/W3102778384","https://openalex.org/W3106252282","https://openalex.org/W3156135334","https://openalex.org/W3170794356","https://openalex.org/W3183141536","https://openalex.org/W3205955075","https://openalex.org/W3206196201","https://openalex.org/W4210334834","https://openalex.org/W4220698623","https://openalex.org/W4220894025","https://openalex.org/W4220974940","https://openalex.org/W4224295683","https://openalex.org/W4226210383","https://openalex.org/W4282549812","https://openalex.org/W4284701627","https://openalex.org/W4296462539","https://openalex.org/W4312432895","https://openalex.org/W4362576715","https://openalex.org/W4384636842","https://openalex.org/W4387848920","https://openalex.org/W6692935382"],"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":{"Recommendation":[0],"systems":[1],"greatly":[2],"improve":[3],"user":[4,16,44,59,147,166],"experience":[5],"with":[6,138],"personalized":[7],"suggestions.":[8],"Much":[9],"research":[10],"utilizes":[11],"deep":[12],"learning":[13,136],"to":[14,78,141,164],"extract":[15],"interest":[17,162,183],"features,":[18,189],"yet":[19],"often":[20],"neglects":[21],"their":[22],"real-time":[23],"and":[24,42,70,149,181],"dynamic":[25,107],"aspects.":[26],"This":[27,62,152],"paper":[28,52,132],"proposes":[29,133],"a":[30,74,134],"joint":[31,135],"learning-based":[32],"recommendation":[33,156,193],"model":[34,176],"(JLS-Rec)":[35],"for":[36,47,85],"e-commerce":[37,196],"platforms,":[38],"integrating":[39],"both":[40],"short-term":[41,87,112,125,150,182],"long-term":[43,49,82,129,148,180],"interests.":[45,83,151],"First,":[46],"users'":[48,86,96],"interests,":[50,88,130],"the":[51,65,80,89,110,115,121,131,143,175,179,188,192],"suggests":[53],"mining":[54],"more":[55],"detailed":[56],"interests":[57,113],"from":[58],"behavior":[60,66,98],"sequences.":[61],"method":[63,91],"decouples":[64],"sequence":[67],"in":[68,106,187],"horizontal":[69],"vertical":[71],"directions":[72],"using":[73],"Convolutional":[75],"Neural":[76],"Network":[77],"learn":[79],"user's":[81,111],"Second,":[84],"JLS-Rec":[90],"learns":[92],"feature":[93],"transformations":[94],"on":[95,120,168],"recent":[97],"sequences":[99],"by":[100],"stacking":[101],"multiple":[102],"self-attention":[103],"mechanisms,":[104],"resulting":[105],"representations":[108],"of":[109,123,146,185,195],"at":[114],"current":[116],"stage.":[117],"Finally,":[118],"based":[119],"principle":[122],"prioritizing":[124],"memory":[126],"without":[127],"neglecting":[128],"framework":[137,153],"dual":[139],"embeddings":[140],"balance":[142],"two":[144,161],"characteristics":[145],"generates":[154],"accurate":[155],"results":[157,172],"while":[158],"utilizing":[159],"these":[160],"features":[163],"predict":[165],"feedback":[167],"products.":[169],"The":[170],"experimental":[171],"demonstrate":[173],"that":[174],"effectively":[177],"mines":[178],"information":[184],"users":[186],"thereby":[190],"improving":[191],"accuracy":[194],"platforms.":[197]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}