{"id":"https://openalex.org/W7139963760","doi":"https://doi.org/10.1145/3802820","title":"A Survey on Bundle Recommendation: Methods, Applications, and Challenges","display_name":"A Survey on Bundle Recommendation: Methods, Applications, and Challenges","publication_year":2026,"publication_date":"2026-03-20","ids":{"openalex":"https://openalex.org/W7139963760","doi":"https://doi.org/10.1145/3802820"},"language":"en","primary_location":{"id":"doi:10.1145/3802820","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3802820","pdf_url":null,"source":{"id":"https://openalex.org/S157921468","display_name":"ACM Computing Surveys","issn_l":"0360-0300","issn":["0360-0300","1557-7341"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Computing Surveys","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1145/3802820","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Meng Sun","orcid":"https://orcid.org/0009-0001-1380-5778"},"institutions":[{"id":"https://openalex.org/I196699116","display_name":"Wuhan University of Technology","ror":"https://ror.org/03fe7t173","country_code":"CN","type":"education","lineage":["https://openalex.org/I196699116"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Meng Sun","raw_affiliation_strings":["School of Computer Science and Artificial Intelligence, Wuhan University of Technology"],"raw_orcid":"https://orcid.org/0009-0001-1380-5778","affiliations":[{"raw_affiliation_string":"School of Computer Science and Artificial Intelligence, Wuhan University of Technology","institution_ids":["https://openalex.org/I196699116"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Lin Li","orcid":"https://orcid.org/0000-0001-7553-6916"},"institutions":[{"id":"https://openalex.org/I196699116","display_name":"Wuhan University of Technology","ror":"https://ror.org/03fe7t173","country_code":"CN","type":"education","lineage":["https://openalex.org/I196699116"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Li","raw_affiliation_strings":["School of Computer Science and Artificial Intelligence, Wuhan University of Technology"],"raw_orcid":"https://orcid.org/0000-0001-7553-6916","affiliations":[{"raw_affiliation_string":"School of Computer Science and Artificial Intelligence, Wuhan University of Technology","institution_ids":["https://openalex.org/I196699116"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Ming Li","orcid":"https://orcid.org/0009-0001-4618-7988"},"institutions":[{"id":"https://openalex.org/I192455969","display_name":"York University","ror":"https://ror.org/05fq50484","country_code":"CA","type":"education","lineage":["https://openalex.org/I192455969"]},{"id":"https://openalex.org/I196699116","display_name":"Wuhan University of Technology","ror":"https://ror.org/03fe7t173","country_code":"CN","type":"education","lineage":["https://openalex.org/I196699116"]}],"countries":["CA","CN"],"is_corresponding":false,"raw_author_name":"Ming Li","raw_affiliation_strings":["School of Computer Science and Artificial Intelligence, Wuhan University of Technology","York University"],"raw_orcid":"https://orcid.org/0009-0001-4618-7988","affiliations":[{"raw_affiliation_string":"School of Computer Science and Artificial Intelligence, Wuhan University of Technology","institution_ids":["https://openalex.org/I196699116"]},{"raw_affiliation_string":"York University","institution_ids":["https://openalex.org/I192455969"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Xiaohui Tao","orcid":"https://orcid.org/0000-0002-0020-077X"},"institutions":[{"id":"https://openalex.org/I185523456","display_name":"University of Southern Queensland","ror":"https://ror.org/04sjbnx57","country_code":"AU","type":"education","lineage":["https://openalex.org/I185523456"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Xiaohui Tao","raw_affiliation_strings":["School of Mathematics, Physics, and Computing, University of Southern Queensland"],"raw_orcid":"https://orcid.org/0000-0002-0020-077X","affiliations":[{"raw_affiliation_string":"School of Mathematics, Physics, and Computing, University of Southern Queensland","institution_ids":["https://openalex.org/I185523456"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Dong Zhang","orcid":"https://orcid.org/0009-0004-9170-8860"},"institutions":[{"id":"https://openalex.org/I196699116","display_name":"Wuhan University of Technology","ror":"https://ror.org/03fe7t173","country_code":"CN","type":"education","lineage":["https://openalex.org/I196699116"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dong Zhang","raw_affiliation_strings":["School of Computer Science and Artificial Intelligence, Wuhan University of Technology"],"raw_orcid":"https://orcid.org/0009-0004-9170-8860","affiliations":[{"raw_affiliation_string":"School of Computer Science and Artificial Intelligence, Wuhan University of Technology","institution_ids":["https://openalex.org/I196699116"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Qing Xie","orcid":"https://orcid.org/0000-0003-4530-588X"},"institutions":[{"id":"https://openalex.org/I196699116","display_name":"Wuhan University of Technology","ror":"https://ror.org/03fe7t173","country_code":"CN","type":"education","lineage":["https://openalex.org/I196699116"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qing Xie","raw_affiliation_strings":["School of Computer Science and Artificial Intelligence, Wuhan University of Technology"],"raw_orcid":"https://orcid.org/0000-0003-4530-588X","affiliations":[{"raw_affiliation_string":"School of Computer Science and Artificial Intelligence, Wuhan University of Technology","institution_ids":["https://openalex.org/I196699116"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Peipei Wang","orcid":"https://orcid.org/0000-0001-8652-227X"},"institutions":[{"id":"https://openalex.org/I152269853","display_name":"Qilu University of Technology","ror":"https://ror.org/04hyzq608","country_code":"CN","type":"education","lineage":["https://openalex.org/I152269853"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peipei Wang","raw_affiliation_strings":["Qilu University of Technology","Shandong Computer Science Center"],"raw_orcid":"https://orcid.org/0000-0001-8652-227X","affiliations":[{"raw_affiliation_string":"Qilu University of Technology","institution_ids":["https://openalex.org/I152269853"]},{"raw_affiliation_string":"Shandong Computer Science Center","institution_ids":[]}]},{"author_position":"last","author":{"id":null,"display_name":"Jimmy Xiangji Huang","orcid":"https://orcid.org/0000-0003-1292-1491"},"institutions":[{"id":"https://openalex.org/I56007636","display_name":"Keele University","ror":"https://ror.org/00340yn33","country_code":"GB","type":"education","lineage":["https://openalex.org/I56007636"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jimmy Xiangji Huang","raw_affiliation_strings":["School of Information Technology, York University - Keele Campus"],"raw_orcid":"https://orcid.org/0000-0003-1292-1491","affiliations":[{"raw_affiliation_string":"School of Information Technology, York University - Keele Campus","institution_ids":["https://openalex.org/I56007636"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":34.4699,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.99331979,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"58","issue":"11","first_page":"1","last_page":"42"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.5687000155448914,"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":0.5687000155448914,"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":0.12690000236034393,"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/T14074","display_name":"Persona Design and Applications","score":0.028599999845027924,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/bundle","display_name":"Bundle","score":0.9160000085830688},{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.6331999897956848},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.5777000188827515},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.43230000138282776},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4316999912261963},{"id":"https://openalex.org/keywords/bundle-adjustment","display_name":"Bundle adjustment","score":0.38589999079704285},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.3199999928474426}],"concepts":[{"id":"https://openalex.org/C2778134712","wikidata":"https://www.wikidata.org/wiki/Q1047307","display_name":"Bundle","level":2,"score":0.9160000085830688},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6980000138282776},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.6331999897956848},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.5777000188827515},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.43230000138282776},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4316999912261963},{"id":"https://openalex.org/C179458375","wikidata":"https://www.wikidata.org/wiki/Q1020763","display_name":"Bundle adjustment","level":3,"score":0.38589999079704285},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.34779998660087585},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32330000400543213},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.3199999928474426},{"id":"https://openalex.org/C174348530","wikidata":"https://www.wikidata.org/wiki/Q188635","display_name":"Bridging (networking)","level":2,"score":0.31450000405311584},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.310699999332428},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3001999855041504},{"id":"https://openalex.org/C56907000","wikidata":"https://www.wikidata.org/wiki/Q1365548","display_name":"Principal bundle","level":3,"score":0.298799991607666},{"id":"https://openalex.org/C58642233","wikidata":"https://www.wikidata.org/wiki/Q8269924","display_name":"Taxonomy (biology)","level":2,"score":0.2985000014305115},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.27959999442100525},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.27559998631477356},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.2660999894142151},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.25760000944137573},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.2529999911785126}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3802820","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3802820","pdf_url":null,"source":{"id":"https://openalex.org/S157921468","display_name":"ACM Computing Surveys","issn_l":"0360-0300","issn":["0360-0300","1557-7341"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Computing Surveys","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1145/3802820","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3802820","pdf_url":null,"source":{"id":"https://openalex.org/S157921468","display_name":"ACM Computing Surveys","issn_l":"0360-0300","issn":["0360-0300","1557-7341"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Computing Surveys","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.6016681790351868,"id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":109,"referenced_works":["https://openalex.org/W1530276735","https://openalex.org/W1613766426","https://openalex.org/W1986025018","https://openalex.org/W1990648752","https://openalex.org/W1991418309","https://openalex.org/W2017116832","https://openalex.org/W2036479700","https://openalex.org/W2042281163","https://openalex.org/W2054141820","https://openalex.org/W2055118167","https://openalex.org/W2058436802","https://openalex.org/W2092694516","https://openalex.org/W2116206254","https://openalex.org/W2139583468","https://openalex.org/W2142144955","https://openalex.org/W2151451758","https://openalex.org/W2153111836","https://openalex.org/W2171279286","https://openalex.org/W2176446742","https://openalex.org/W2210543184","https://openalex.org/W2295594781","https://openalex.org/W2381755473","https://openalex.org/W2469399039","https://openalex.org/W2475334473","https://openalex.org/W2483053118","https://openalex.org/W2512971201","https://openalex.org/W2513399723","https://openalex.org/W2591707791","https://openalex.org/W2605350416","https://openalex.org/W2611791389","https://openalex.org/W2723293840","https://openalex.org/W2737102415","https://openalex.org/W2741209190","https://openalex.org/W2741359394","https://openalex.org/W2741544350","https://openalex.org/W2883223386","https://openalex.org/W2896962583","https://openalex.org/W2911485121","https://openalex.org/W2912011540","https://openalex.org/W2945827670","https://openalex.org/W2946617802","https://openalex.org/W2946755901","https://openalex.org/W2948564662","https://openalex.org/W2976705760","https://openalex.org/W2995924296","https://openalex.org/W2997329666","https://openalex.org/W2997619557","https://openalex.org/W3004305766","https://openalex.org/W3031029974","https://openalex.org/W3034229012","https://openalex.org/W3034471508","https://openalex.org/W3045200674","https://openalex.org/W3088132321","https://openalex.org/W3093502611","https://openalex.org/W3093646793","https://openalex.org/W3094560411","https://openalex.org/W3127668261","https://openalex.org/W3130684690","https://openalex.org/W3132536212","https://openalex.org/W3154731007","https://openalex.org/W3167332654","https://openalex.org/W3172256255","https://openalex.org/W3195582280","https://openalex.org/W3198850291","https://openalex.org/W3207036918","https://openalex.org/W4205334834","https://openalex.org/W4210320514","https://openalex.org/W4210334834","https://openalex.org/W4212804458","https://openalex.org/W4221030716","https://openalex.org/W4281486594","https://openalex.org/W4281731230","https://openalex.org/W4281747803","https://openalex.org/W4284686601","https://openalex.org/W4288096824","https://openalex.org/W4292943140","https://openalex.org/W4293024131","https://openalex.org/W4296591855","https://openalex.org/W4315977496","https://openalex.org/W4316013409","https://openalex.org/W4318159260","https://openalex.org/W4318816006","https://openalex.org/W4366782941","https://openalex.org/W4368755500","https://openalex.org/W4372347502","https://openalex.org/W4379473526","https://openalex.org/W4381804476","https://openalex.org/W4384625806","https://openalex.org/W4384644538","https://openalex.org/W4384659778","https://openalex.org/W4384890880","https://openalex.org/W4385237464","https://openalex.org/W4386081001","https://openalex.org/W4386728864","https://openalex.org/W4386729952","https://openalex.org/W4386858816","https://openalex.org/W4387109366","https://openalex.org/W4387164576","https://openalex.org/W4388125271","https://openalex.org/W4389317766","https://openalex.org/W4391145699","https://openalex.org/W4392357097","https://openalex.org/W4392367508","https://openalex.org/W4393185670","https://openalex.org/W4398169044","https://openalex.org/W4399973740","https://openalex.org/W4400909953","https://openalex.org/W4407403520","https://openalex.org/W4415428403"],"related_works":[],"abstract_inverted_index":{"In":[0],"recent":[1],"years,":[2],"bundle":[3,34,46,74,95,104,113,117,125,155],"recommendation":[4,126],"systems":[5],"have":[6],"gained":[7],"significant":[8],"attention":[9],"in":[10,151],"both":[11],"academia":[12],"and":[13,23,72,86,96,99,112,129,132,145,166,170],"industry":[14],"due":[15],"to":[16,19,158],"their":[17,89],"ability":[18],"enhance":[20],"user":[21],"experience":[22],"increase":[24],"sales":[25],"by":[26,49],"recommending":[27],"a":[28,33,42,50,161],"set":[29],"of":[30,82,124,154],"items":[31],"as":[32,160],"rather":[35],"than":[36],"individual":[37],"items.":[38],"This":[39],"survey":[40,121],"provides":[41],"comprehensive":[43],"review":[44,88],"on":[45,63,136],"recommendation,":[47,156],"beginning":[48],"taxonomy":[51],"for":[52,102,115,164],"exploring":[53],"product":[54],"bundling.":[55],"We":[56],"classify":[57],"it":[58],"into":[59],"two":[60,84],"categories":[61,85],"based":[62],"bundling":[64],"strategy":[65],"from":[66,94,109],"various":[67],"application":[68],"domains,":[69],"i.e.,":[70],"discriminative":[71,103],"generative":[73,116],"recommendation.":[75,118],"Then,":[76],"we":[77,120,140],"formulate":[78],"the":[79,83,122,142,147,152],"corresponding":[80],"tasks":[81],"systematically":[87],"methods:":[90],"(1)":[91],"representation":[92,107],"learning":[93,108],"item":[97,110],"levels":[98],"interaction":[100],"modeling":[101],"recommendation;":[105],"(2)":[106],"level":[111],"generation":[114],"Subsequently,":[119],"resources":[123],"including":[127],"datasets":[128,171],"evaluation":[130],"metrics,":[131],"conduct":[133],"reproducibility":[134],"experiments":[135],"mainstream":[137],"models.":[138],"Lastly,":[139],"discuss":[141],"main":[143],"challenges":[144],"highlight":[146],"promising":[148],"future":[149],"directions":[150],"field":[153],"aiming":[157],"serve":[159],"useful":[162],"resource":[163],"researchers":[165],"practitioners.":[167],"Our":[168],"code":[169],"are":[172],"publicly":[173],"available":[174],"at":[175],"https://github.com/WUT-IDEA/bundle-recommendation-survey":[176],".":[177]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2026-03-01T00:00:00"}