{"id":"https://openalex.org/W2591707791","doi":"https://doi.org/10.1145/3022185","title":"Modeling Buying Motives for Personalized Product Bundle Recommendation","display_name":"Modeling Buying Motives for Personalized Product Bundle Recommendation","publication_year":2017,"publication_date":"2017-03-06","ids":{"openalex":"https://openalex.org/W2591707791","doi":"https://doi.org/10.1145/3022185","mag":"2591707791"},"language":"en","primary_location":{"id":"doi:10.1145/3022185","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3022185","pdf_url":null,"source":{"id":"https://openalex.org/S41523882","display_name":"ACM Transactions on Knowledge Discovery from Data","issn_l":"1556-4681","issn":["1556-4681","1556-472X"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Knowledge Discovery from Data","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/A5100607490","display_name":"Guannan Liu","orcid":"https://orcid.org/0000-0002-4532-7109"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guannan Liu","raw_affiliation_strings":["Beihang University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032187620","display_name":"Yanjie Fu","orcid":"https://orcid.org/0000-0002-1767-8024"},"institutions":[{"id":"https://openalex.org/I20382870","display_name":"Missouri University of Science and Technology","ror":"https://ror.org/00scwqd12","country_code":"US","type":"education","lineage":["https://openalex.org/I20382870"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yanjie Fu","raw_affiliation_strings":["Missouri University of Science and Technology, Rolla, MO"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Missouri University of Science and Technology, Rolla, MO","institution_ids":["https://openalex.org/I20382870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100342994","display_name":"Guoqing Chen","orcid":"https://orcid.org/0000-0001-7386-1133"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guoqing Chen","raw_affiliation_strings":["Tsinghua University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067731925","display_name":"Hui Xiong","orcid":"https://orcid.org/0000-0001-8395-718X"},"institutions":[{"id":"https://openalex.org/I102322142","display_name":"Rutgers, The State University of New Jersey","ror":"https://ror.org/05vt9qd57","country_code":"US","type":"education","lineage":["https://openalex.org/I102322142"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hui Xiong","raw_affiliation_strings":["Rutgers University, Newark, NJ"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Rutgers University, Newark, NJ","institution_ids":["https://openalex.org/I102322142"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100761804","display_name":"Can Chen","orcid":"https://orcid.org/0000-0001-8741-8941"},"institutions":[{"id":"https://openalex.org/I102322142","display_name":"Rutgers, The State University of New Jersey","ror":"https://ror.org/05vt9qd57","country_code":"US","type":"education","lineage":["https://openalex.org/I102322142"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Can Chen","raw_affiliation_strings":["Rutgers University, Newark, NJ"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Rutgers University, Newark, NJ","institution_ids":["https://openalex.org/I102322142"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.7746,"has_fulltext":false,"cited_by_count":44,"citation_normalized_percentile":{"value":0.93186049,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"11","issue":"3","first_page":"1","last_page":"26"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11161","display_name":"Consumer Market Behavior and Pricing","score":0.9988999962806702,"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"}},"topics":[{"id":"https://openalex.org/T11161","display_name":"Consumer Market Behavior and Pricing","score":0.9988999962806702,"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"}},{"id":"https://openalex.org/T10609","display_name":"Digital Marketing and Social Media","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10145","display_name":"Consumer Behavior in Brand Consumption and Identification","score":0.9937999844551086,"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/bundle","display_name":"Bundle","score":0.9431709051132202},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5734124779701233},{"id":"https://openalex.org/keywords/product","display_name":"Product (mathematics)","score":0.5703151822090149},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5497404932975769},{"id":"https://openalex.org/keywords/database-transaction","display_name":"Database transaction","score":0.4437296688556671},{"id":"https://openalex.org/keywords/associative-property","display_name":"Associative property","score":0.42214563488960266},{"id":"https://openalex.org/keywords/product-type","display_name":"Product type","score":0.4175609350204468},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3237614631652832},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.21327444911003113},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.0905715823173523}],"concepts":[{"id":"https://openalex.org/C2778134712","wikidata":"https://www.wikidata.org/wiki/Q1047307","display_name":"Bundle","level":2,"score":0.9431709051132202},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5734124779701233},{"id":"https://openalex.org/C90673727","wikidata":"https://www.wikidata.org/wiki/Q901718","display_name":"Product (mathematics)","level":2,"score":0.5703151822090149},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5497404932975769},{"id":"https://openalex.org/C75949130","wikidata":"https://www.wikidata.org/wiki/Q848010","display_name":"Database transaction","level":2,"score":0.4437296688556671},{"id":"https://openalex.org/C159423971","wikidata":"https://www.wikidata.org/wiki/Q177251","display_name":"Associative property","level":2,"score":0.42214563488960266},{"id":"https://openalex.org/C23219732","wikidata":"https://www.wikidata.org/wiki/Q7247800","display_name":"Product type","level":2,"score":0.4175609350204468},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3237614631652832},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.21327444911003113},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0905715823173523},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3022185","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3022185","pdf_url":null,"source":{"id":"https://openalex.org/S41523882","display_name":"ACM Transactions on Knowledge Discovery from Data","issn_l":"1556-4681","issn":["1556-4681","1556-472X"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Knowledge Discovery from Data","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1348965106","display_name":null,"funder_award_id":"71110107027/71490724/71329201/71531001","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":34,"referenced_works":["https://openalex.org/W1602197886","https://openalex.org/W1690919088","https://openalex.org/W1880262756","https://openalex.org/W1972556181","https://openalex.org/W1987309464","https://openalex.org/W1990648752","https://openalex.org/W2010127467","https://openalex.org/W2028772662","https://openalex.org/W2053066238","https://openalex.org/W2054141820","https://openalex.org/W2058436802","https://openalex.org/W2062993469","https://openalex.org/W2064702560","https://openalex.org/W2066653584","https://openalex.org/W2067825627","https://openalex.org/W2080567541","https://openalex.org/W2107933610","https://openalex.org/W2117234597","https://openalex.org/W2123549998","https://openalex.org/W2125082260","https://openalex.org/W2126668712","https://openalex.org/W2128925311","https://openalex.org/W2135790056","https://openalex.org/W2150203549","https://openalex.org/W2165636119","https://openalex.org/W2168944827","https://openalex.org/W2171960770","https://openalex.org/W2249895886","https://openalex.org/W2951260132","https://openalex.org/W3099640513","https://openalex.org/W3122946301","https://openalex.org/W3125309408","https://openalex.org/W4243684872","https://openalex.org/W6678337573"],"related_works":["https://openalex.org/W4312613015","https://openalex.org/W4384890880","https://openalex.org/W2001136280","https://openalex.org/W2515636624","https://openalex.org/W999420501","https://openalex.org/W4296591829","https://openalex.org/W1492794944","https://openalex.org/W2061835113","https://openalex.org/W2347701390","https://openalex.org/W2018993180"],"abstract_inverted_index":{"Product":[0],"bundling":[1,17],"is":[2,69,125,169],"a":[3,59,72,117,176],"marketing":[4],"strategy":[5,18],"that":[6,54,63,175,222],"offers":[7],"several":[8],"products/items":[9],"for":[10,43,162,231],"sale":[11],"as":[12,71,77,89],"one":[13],"bundle.":[14,61],"While":[15],"the":[16,49,52,80,87,99,111,129,145,154,158,173,185,190,206,210,218,223],"has":[19],"been":[20,26],"widely":[21],"used,":[22],"less":[23],"efforts":[24],"have":[25],"made":[27],"to":[28,37,110,127,143,165],"understand":[29],"how":[30],"items":[31,53,76,85,94,164],"should":[32],"be":[33,96,108],"bundled":[34],"with":[35,75,123,135,184],"respect":[36],"consumers\u2019":[38,228],"preferences":[39,155],"and":[40,79,140,148,239],"buying":[41,229],"motives":[42,230],"product":[44,60,67,167,232],"bundles.":[45],"This":[46],"article":[47],"investigates":[48],"relationships":[50,92,149],"between":[51,82,93],"are":[55],"bought":[56,188],"together":[57,183],"within":[58],"To":[62],"end,":[64],"each":[65,132],"purchased":[66],"bundle":[68,73,88,104,133],"formulated":[70],"graph":[74],"nodes":[78],"associations":[81,112],"pairs":[83],"of":[84,101,113,131,209,236],"in":[86,103,189,234],"edges.":[90],"The":[91],"can":[95,107,226],"analyzed":[97],"by":[98,171],"formation":[100],"edges":[102],"graphs,":[105],"which":[106],"attributed":[109],"feature":[114,146],"aspects.":[115],"Then,":[116],"probabilistic":[118],"model":[119,225],"BPM":[120],"(Bundle":[121],"Purchases":[122],"Motives)":[124],"proposed":[126,211,224],"capture":[128],"composition":[130],"graph,":[134],"two":[136],"latent":[137],"factors":[138],"node-type":[139],"edge-type":[141],"introduced":[142],"describe":[144],"aspects":[147],"respectively.":[150],"Furthermore,":[151],"based":[152],"on":[153,196],"inferred":[156],"from":[157,201],"model,":[159],"an":[160,180],"approach":[161,212],"recommending":[163],"form":[166],"bundles":[168,233],"developed":[170],"estimating":[172],"probability":[174],"consumer":[177],"would":[178],"buy":[179],"associative":[181],"item":[182,186],"already":[187],"shopping":[191,203],"cart.":[192],"Finally,":[193],"experimental":[194],"results":[195],"real-world":[197],"transaction":[198],"data":[199],"collected":[200],"well-known":[202],"sites":[204],"show":[205,221],"effectiveness":[207],"advantages":[208],"over":[213],"other":[214],"baseline":[215],"methods.":[216],"Moreover,":[217],"experiments":[219],"also":[220],"explain":[227],"terms":[235],"different":[237],"node-types":[238],"edge-types":[240],".":[241]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
