{"id":"https://openalex.org/W2996661047","doi":"https://doi.org/10.1145/3366172","title":"Next-Item Recommendation via Collaborative Filtering with Bidirectional Item Similarity","display_name":"Next-Item Recommendation via Collaborative Filtering with Bidirectional Item Similarity","publication_year":2019,"publication_date":"2019-12-20","ids":{"openalex":"https://openalex.org/W2996661047","doi":"https://doi.org/10.1145/3366172","mag":"2996661047"},"language":"en","primary_location":{"id":"doi:10.1145/3366172","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3366172","pdf_url":null,"source":{"id":"https://openalex.org/S4394735545","display_name":"ACM Transactions on Information Systems","issn_l":"1046-8188","issn":["1046-8188","1558-2868"],"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":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Information Systems","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/A5082695392","display_name":"Zijie Zeng","orcid":"https://orcid.org/0009-0006-0324-5451"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zijie Zeng","raw_affiliation_strings":["College of Computer Science and Software Engineering and National Engineering Laboratory for Big Data System Computing Technology, Shenzhen University, Shenzhen"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Software Engineering and National Engineering Laboratory for Big Data System Computing Technology, Shenzhen University, Shenzhen","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100754187","display_name":"Jing Lin","orcid":"https://orcid.org/0000-0001-6472-9982"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Lin","raw_affiliation_strings":["College of Computer Science and Software Engineering and National Engineering Laboratory for Big Data System Computing Technology, Shenzhen University, Shenzhen"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Software Engineering and National Engineering Laboratory for Big Data System Computing Technology, Shenzhen University, Shenzhen","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100412814","display_name":"Lin Li","orcid":"https://orcid.org/0000-0001-7497-9002"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Li","raw_affiliation_strings":["College of Computer Science and Software Engineering and National Engineering Laboratory for Big Data System Computing Technology, Shenzhen University, Shenzhen"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Software Engineering and National Engineering Laboratory for Big Data System Computing Technology, Shenzhen University, Shenzhen","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073490832","display_name":"Weike Pan","orcid":"https://orcid.org/0000-0001-6326-9531"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weike Pan","raw_affiliation_strings":["College of Computer Science and Software Engineering and National Engineering Laboratory for Big Data System Computing Technology, Shenzhen University, Shenzhen"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Software Engineering and National Engineering Laboratory for Big Data System Computing Technology, Shenzhen University, Shenzhen","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100633973","display_name":"Zhong Ming","orcid":"https://orcid.org/0000-0001-9310-3460"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhong Ming","raw_affiliation_strings":["College of Computer Science and Software Engineering and National Engineering Laboratory for Big Data System Computing Technology, Shenzhen University"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Software Engineering and National Engineering Laboratory for Big Data System Computing Technology, Shenzhen University","institution_ids":["https://openalex.org/I180726961"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5082695392"],"corresponding_institution_ids":["https://openalex.org/I180726961"],"apc_list":null,"apc_paid":null,"fwci":4.409,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.95176214,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"38","issue":"1","first_page":"1","last_page":"22"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":1.0,"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":1.0,"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/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.9908999800682068,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13274","display_name":"Expert finding and Q&A systems","score":0.9501000046730042,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/collaborative-filtering","display_name":"Collaborative filtering","score":0.8846761584281921},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8625046014785767},{"id":"https://openalex.org/keywords/weighting","display_name":"Weighting","score":0.7430981397628784},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.6136689186096191},{"id":"https://openalex.org/keywords/timestamp","display_name":"Timestamp","score":0.6095577478408813},{"id":"https://openalex.org/keywords/complementarity","display_name":"Complementarity (molecular biology)","score":0.5473412275314331},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.4813181161880493},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.48019301891326904},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4710398018360138},{"id":"https://openalex.org/keywords/a-weighting","display_name":"A-weighting","score":0.4227869212627411},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3261611759662628},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3204417824745178}],"concepts":[{"id":"https://openalex.org/C21569690","wikidata":"https://www.wikidata.org/wiki/Q94702","display_name":"Collaborative filtering","level":3,"score":0.8846761584281921},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8625046014785767},{"id":"https://openalex.org/C183115368","wikidata":"https://www.wikidata.org/wiki/Q856577","display_name":"Weighting","level":2,"score":0.7430981397628784},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.6136689186096191},{"id":"https://openalex.org/C113954288","wikidata":"https://www.wikidata.org/wiki/Q186885","display_name":"Timestamp","level":2,"score":0.6095577478408813},{"id":"https://openalex.org/C202269582","wikidata":"https://www.wikidata.org/wiki/Q2644277","display_name":"Complementarity (molecular biology)","level":2,"score":0.5473412275314331},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4813181161880493},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.48019301891326904},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4710398018360138},{"id":"https://openalex.org/C70136482","wikidata":"https://www.wikidata.org/wiki/Q13583781","display_name":"A-weighting","level":3,"score":0.4227869212627411},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3261611759662628},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3204417824745178},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3366172","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3366172","pdf_url":null,"source":{"id":"https://openalex.org/S4394735545","display_name":"ACM Transactions on Information Systems","issn_l":"1046-8188","issn":["1046-8188","1558-2868"],"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":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Information Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Partnerships for the goals","id":"https://metadata.un.org/sdg/17","score":0.46000000834465027}],"awards":[{"id":"https://openalex.org/G1643985319","display_name":null,"funder_award_id":"61872249, 61836005, and 61672358","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"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W178169250","https://openalex.org/W1613613084","https://openalex.org/W1985854669","https://openalex.org/W1994389483","https://openalex.org/W2057991616","https://openalex.org/W2108862644","https://openalex.org/W2108920354","https://openalex.org/W2117111450","https://openalex.org/W2124187902","https://openalex.org/W2138108551","https://openalex.org/W2142144955","https://openalex.org/W2171279286","https://openalex.org/W2319598986","https://openalex.org/W2342394218","https://openalex.org/W2474909202","https://openalex.org/W2564282078","https://openalex.org/W2605350416","https://openalex.org/W2726499916","https://openalex.org/W2736230012","https://openalex.org/W2747329762","https://openalex.org/W2750004028","https://openalex.org/W2752904570","https://openalex.org/W2783272285","https://openalex.org/W2783944588","https://openalex.org/W2791723757","https://openalex.org/W2809112621","https://openalex.org/W2809445539","https://openalex.org/W2886209086","https://openalex.org/W2897212375","https://openalex.org/W2903749028","https://openalex.org/W2908900944","https://openalex.org/W2912901878","https://openalex.org/W2913838200","https://openalex.org/W2964296635","https://openalex.org/W2964316331"],"related_works":["https://openalex.org/W1484355083","https://openalex.org/W2772628444","https://openalex.org/W4220714703","https://openalex.org/W2735929803","https://openalex.org/W2170391450","https://openalex.org/W2098758514","https://openalex.org/W3008845055","https://openalex.org/W2041004656","https://openalex.org/W4376854386","https://openalex.org/W1966742602"],"abstract_inverted_index":{"Exploiting":[0],"temporal":[1],"effect":[2],"has":[3],"empirically":[4],"been":[5],"recognized":[6],"as":[7],"a":[8,72,122],"promising":[9],"way":[10],"to":[11,51,86,113,154],"improve":[12],"recommendation":[13,55],"performance":[14,158],"in":[15,23,49,111],"recent":[16],"years.":[17],"In":[18,39],"real-world":[19],"applications,":[20],"one-class":[21,47],"data":[22,48],"the":[24,63,116,128,137,160],"form":[25],"of":[26,65],"(user,":[27],"item,":[28],"timestamp)":[29],"are":[30,152],"usually":[31],"more":[32],"accessible":[33],"and":[34,70,102,141],"abundant":[35],"than":[36,159],"numerical":[37],"ratings.":[38],"this":[40],"article,":[41],"we":[42,58,95,144],"focus":[43],"on":[44,62],"exploiting":[45],"such":[46],"order":[50,112],"provide":[52],"personalized":[53],"next-item":[54,167],"services.":[56],"Specifically,":[57],"base":[59],"our":[60],"work":[61],"framework":[64],"time-aware":[66,133],"item-based":[67],"collaborative":[68,148],"filtering":[69,149],"propose":[71],"simple":[73],"yet":[74],"effective":[75],"similarity":[76,81,139],"measurement":[77],"called":[78],"bidirectional":[79],"item":[80],"(BIS)":[82],"that":[83,126,151],"is":[84],"able":[85,153],"capture":[87],"sequential":[88],"patterns":[89],"even":[90],"from":[91],"noisy":[92],"data.":[93,118],"Furthermore,":[94],"extend":[96],"BIS":[97,109],"via":[98],"some":[99],"factorization":[100],"techniques":[101],"obtain":[103,145],"an":[104],"adaptive":[105,108],"version,":[106],"i.e.,":[107],"(ABIS),":[110],"better":[114,157],"fit":[115],"behavioral":[117],"We":[119],"also":[120],"design":[121],"compound":[123],"weighting":[124,134,142],"function":[125],"leverages":[127],"complementarity":[129],"between":[130],"two":[131,146],"well-known":[132],"functions.":[135],"With":[136],"proposed":[138],"measurements":[140],"function,":[143],"novel":[147],"methods":[150],"achieve":[155],"significantly":[156],"state-of-the-art":[161],"methods,":[162],"showcasing":[163],"their":[164],"effectiveness":[165],"for":[166],"recommendation.":[168]},"counts_by_year":[{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
