{"id":"https://openalex.org/W2741544350","doi":"https://doi.org/10.1145/3077136.3080724","title":"Generating and Personalizing Bundle Recommendations on <i>Steam</i>","display_name":"Generating and Personalizing Bundle Recommendations on <i>Steam</i>","publication_year":2017,"publication_date":"2017-07-28","ids":{"openalex":"https://openalex.org/W2741544350","doi":"https://doi.org/10.1145/3077136.3080724","mag":"2741544350"},"language":"en","primary_location":{"id":"doi:10.1145/3077136.3080724","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3077136.3080724","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 40th International ACM SIGIR Conference on Research and Development in Information Retrieval","raw_type":"proceedings-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/A5046803404","display_name":"Apurva Pathak","orcid":null},"institutions":[{"id":"https://openalex.org/I36258959","display_name":"University of California San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Apurva Pathak","raw_affiliation_strings":["University of California, San Diego, San Diego, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California, San Diego, San Diego, CA, USA","institution_ids":["https://openalex.org/I36258959"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108638669","display_name":"Kshitiz Gupta","orcid":null},"institutions":[{"id":"https://openalex.org/I36258959","display_name":"University of California San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kshitiz Gupta","raw_affiliation_strings":["University of California, San Diego, San Diego, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California, San Diego, San Diego, CA, USA","institution_ids":["https://openalex.org/I36258959"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021827617","display_name":"Julian McAuley","orcid":"https://orcid.org/0000-0003-0955-7588"},"institutions":[{"id":"https://openalex.org/I36258959","display_name":"University of California San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Julian McAuley","raw_affiliation_strings":["University of California, San Diego, San Diego, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California, San Diego, San Diego, CA, USA","institution_ids":["https://openalex.org/I36258959"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":10.6346,"has_fulltext":false,"cited_by_count":100,"citation_normalized_percentile":{"value":0.98210229,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1073","last_page":"1076"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9993000030517578,"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":0.9993000030517578,"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/T11439","display_name":"Video Analysis and Summarization","score":0.9923999905586243,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T12016","display_name":"Web Data Mining and Analysis","score":0.9921000003814697,"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/bundle","display_name":"Bundle","score":0.8850670456886292},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7343754172325134},{"id":"https://openalex.org/keywords/revenue","display_name":"Revenue","score":0.5729395747184753},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4306041896343231},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3392726182937622},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.1241900622844696},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11845597624778748}],"concepts":[{"id":"https://openalex.org/C2778134712","wikidata":"https://www.wikidata.org/wiki/Q1047307","display_name":"Bundle","level":2,"score":0.8850670456886292},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7343754172325134},{"id":"https://openalex.org/C195487862","wikidata":"https://www.wikidata.org/wiki/Q850210","display_name":"Revenue","level":2,"score":0.5729395747184753},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4306041896343231},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3392726182937622},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.1241900622844696},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11845597624778748},{"id":"https://openalex.org/C121955636","wikidata":"https://www.wikidata.org/wiki/Q4116214","display_name":"Accounting","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/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3077136.3080724","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3077136.3080724","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 40th International ACM SIGIR Conference on Research and Development in Information Retrieval","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1499476884","https://openalex.org/W1509825211","https://openalex.org/W1760548574","https://openalex.org/W2003605635","https://openalex.org/W2004115230","https://openalex.org/W2021674147","https://openalex.org/W2058436802","https://openalex.org/W2140310134","https://openalex.org/W2153578526","https://openalex.org/W2172118809","https://openalex.org/W2295594781","https://openalex.org/W2531290489","https://openalex.org/W2585329859","https://openalex.org/W2963857660"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2382290278","https://openalex.org/W4312613015","https://openalex.org/W2350741829","https://openalex.org/W2130043461"],"abstract_inverted_index":{"Many":[0],"websites":[1],"offer":[2],"promotions":[3],"in":[4,49,66,115],"terms":[5],"of":[6,24,60,77,87],"bundled":[7],"items":[8,42],"that":[9,43,91,116,149],"can":[10,159],"be":[11,21,31],"purchased":[12],"together,":[13],"usually":[14],"at":[15],"a":[16,22,32,63,95,102],"discounted":[17],"rate.":[18],"'Bundling'":[19],"may":[20,29,45],"means":[23,33],"increasing":[25],"sales":[26],"revenue,":[27],"but":[28],"also":[30],"for":[34],"content":[35],"creators":[36],"to":[37,40,56,68,72,94,161],"expose":[38],"users":[39,73,128],"new":[41,89,103],"they":[44],"not":[46],"have":[47],"considered":[48],"isolation.":[50],"In":[51],"this":[52],"paper,":[53],"we":[54,100],"seek":[55],"understand":[57],"the":[58,75,83,106],"semantics":[59],"what":[61],"constitutes":[62],"'good'":[64],"bundle,":[65],"order":[67],"recommend":[69],"existing":[70],"bundles":[71,90],"on":[74],"basis":[76],"their":[78],"constituent":[79],"products,":[80],"as":[81,131,133,141],"well":[82,132],"more":[84],"difficult":[85],"task":[86],"generating":[88],"are":[92],"personalized":[93],"user.":[96],"To":[97],"do":[98],"so":[99],"collect":[101],"dataset":[104],"from":[105],"Steam":[107],"video":[108],"game":[109],"distribution":[110],"platform,":[111],"which":[112],"is":[113],"unique":[114],"it":[117],"contains":[118],"both":[119],"'traditional'":[120],"recommendation":[121,165],"data":[122],"(rating":[123],"and":[124,129,144,147,166],"purchase":[125,135],"histories":[126],"between":[127],"items),":[130],"bundle":[134,142,164],"information.":[136],"We":[137],"assess":[138],"issues":[139],"such":[140],"size":[143],"item":[145],"compatibility,":[146],"show":[148],"these":[150],"features,":[151],"when":[152],"combined":[153],"with":[154],"traditional":[155],"matrix":[156],"factorization":[157],"techniques,":[158],"lead":[160],"highly":[162],"effective":[163],"generation.":[167]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":16},{"year":2024,"cited_by_count":15},{"year":2023,"cited_by_count":18},{"year":2022,"cited_by_count":10},{"year":2021,"cited_by_count":15},{"year":2020,"cited_by_count":12},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":4}],"updated_date":"2026-06-17T08:01:34.144755","created_date":"2025-10-10T00:00:00"}