{"id":"https://openalex.org/W4387846624","doi":"https://doi.org/10.1145/3583780.3614692","title":"Learning To Rank Diversely At Airbnb","display_name":"Learning To Rank Diversely At Airbnb","publication_year":2023,"publication_date":"2023-10-21","ids":{"openalex":"https://openalex.org/W4387846624","doi":"https://doi.org/10.1145/3583780.3614692"},"language":"en","primary_location":{"id":"doi:10.1145/3583780.3614692","doi":"https://doi.org/10.1145/3583780.3614692","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3583780.3614692","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3583780.3614692","source":{"id":"https://openalex.org/S4393918199","display_name":"ACM International Conference on Information and Knowledge Management (CIKM)","issn_l":"2155-0751","issn":["2155-0751"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 32nd ACM International Conference on Information and Knowledge Management","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3583780.3614692","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5055399960","display_name":"Malay Haldar","orcid":"https://orcid.org/0009-0005-5128-0254","observed_orcids":["https://orcid.org/0009-0005-5128-0254"]},"institutions":[{"id":"https://openalex.org/I4401726968","display_name":"Airbnb (United States)","ror":"https://ror.org/03xxf5v12","country_code":"US","type":"company","lineage":["https://openalex.org/I4401726968"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Malay Haldar","raw_affiliation_strings":["Airbnb, Inc., Sunnyvale, CA, USA"],"raw_orcid":"https://orcid.org/0009-0005-5128-0254","affiliations":[{"raw_affiliation_string":"Airbnb, Inc., Sunnyvale, CA, USA","institution_ids":["https://openalex.org/I4401726968"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054491190","display_name":"Mustafa Abdool","orcid":"https://orcid.org/0009-0006-5454-075X","observed_orcids":["https://orcid.org/0009-0006-5454-075X"]},"institutions":[{"id":"https://openalex.org/I4401726968","display_name":"Airbnb (United States)","ror":"https://ror.org/03xxf5v12","country_code":"US","type":"company","lineage":["https://openalex.org/I4401726968"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mustafa Abdool","raw_affiliation_strings":["Airbnb, Inc., San Francisco, CA, USA"],"raw_orcid":"https://orcid.org/0009-0006-5454-075X","affiliations":[{"raw_affiliation_string":"Airbnb, Inc., San Francisco, CA, USA","institution_ids":["https://openalex.org/I4401726968"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092061331","display_name":"Liwei He","orcid":"https://orcid.org/0009-0007-2942-3145","observed_orcids":["https://orcid.org/0009-0007-2942-3145"]},"institutions":[{"id":"https://openalex.org/I4401726968","display_name":"Airbnb (United States)","ror":"https://ror.org/03xxf5v12","country_code":"US","type":"company","lineage":["https://openalex.org/I4401726968"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Liwei He","raw_affiliation_strings":["Airbnb, Inc., Seattle, WA, USA"],"raw_orcid":"https://orcid.org/0009-0007-2942-3145","affiliations":[{"raw_affiliation_string":"Airbnb, Inc., Seattle, WA, USA","institution_ids":["https://openalex.org/I4401726968"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042295684","display_name":"Dillon Davis","orcid":"https://orcid.org/0009-0002-3083-1510","observed_orcids":["https://orcid.org/0009-0002-3083-1510"]},"institutions":[{"id":"https://openalex.org/I4401726968","display_name":"Airbnb (United States)","ror":"https://ror.org/03xxf5v12","country_code":"US","type":"company","lineage":["https://openalex.org/I4401726968"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dillon Davis","raw_affiliation_strings":["Airbnb, Inc., San Francisco, CA, USA"],"raw_orcid":"https://orcid.org/0009-0002-3083-1510","affiliations":[{"raw_affiliation_string":"Airbnb, Inc., San Francisco, CA, USA","institution_ids":["https://openalex.org/I4401726968"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068625546","display_name":"Huiji Gao","orcid":"https://orcid.org/0009-0006-0424-248X","observed_orcids":["https://orcid.org/0009-0006-0424-248X"]},"institutions":[{"id":"https://openalex.org/I4401726968","display_name":"Airbnb (United States)","ror":"https://ror.org/03xxf5v12","country_code":"US","type":"company","lineage":["https://openalex.org/I4401726968"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Huiji Gao","raw_affiliation_strings":["Airbnb, Inc., Cupertino, CA, USA"],"raw_orcid":"https://orcid.org/0009-0006-0424-248X","affiliations":[{"raw_affiliation_string":"Airbnb, Inc., Cupertino, CA, USA","institution_ids":["https://openalex.org/I4401726968"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087282245","display_name":"Sanjeev Katariya","orcid":"https://orcid.org/0009-0008-1519-174X","observed_orcids":["https://orcid.org/0009-0008-1519-174X"]},"institutions":[{"id":"https://openalex.org/I4401726968","display_name":"Airbnb (United States)","ror":"https://ror.org/03xxf5v12","country_code":"US","type":"company","lineage":["https://openalex.org/I4401726968"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sanjeev Katariya","raw_affiliation_strings":["Airbnb, Inc., San Jose, CA, USA"],"raw_orcid":"https://orcid.org/0009-0008-1519-174X","affiliations":[{"raw_affiliation_string":"Airbnb, Inc., San Jose, CA, USA","institution_ids":["https://openalex.org/I4401726968"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4401726968"],"apc_list":null,"apc_paid":null,"fwci":1.704,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.86230434,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"4609","last_page":"4615"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10286","display_name":"Information Retrieval and Search Behavior","score":0.9599999785423279,"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/T10286","display_name":"Information Retrieval and Search Behavior","score":0.9599999785423279,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.03819999843835831,"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/T10991","display_name":"Game Theory and Voting Systems","score":9.999999747378752e-05,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/learning-to-rank","display_name":"learning to rank","score":0.9959999918937683},{"id":"https://openalex.org/keywords/search-result-diversification","display_name":"search result diversification","score":0.8799999952316284},{"id":"https://openalex.org/keywords/two-sided-markets","display_name":"two-sided markets","score":0.8429999947547913},{"id":"https://openalex.org/keywords/airbnb","display_name":"Airbnb","score":0.8190000057220459},{"id":"https://openalex.org/keywords/online-a-b-testing","display_name":"online A/B testing","score":0.6579999923706055}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7487134337425232},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.6185464262962341},{"id":"https://openalex.org/C164226766","wikidata":"https://www.wikidata.org/wiki/Q7293202","display_name":"Rank (graph theory)","level":2,"score":0.5498254299163818},{"id":"https://openalex.org/C86037889","wikidata":"https://www.wikidata.org/wiki/Q4330127","display_name":"Learning to rank","level":3,"score":0.5460221767425537},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.5320262312889099},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.48510968685150146},{"id":"https://openalex.org/C2779820595","wikidata":"https://www.wikidata.org/wiki/Q798505","display_name":"Listing (finance)","level":2,"score":0.4720257818698883},{"id":"https://openalex.org/C182306322","wikidata":"https://www.wikidata.org/wiki/Q1779371","display_name":"Order (exchange)","level":2,"score":0.45427924394607544},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4148358702659607},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3538116216659546},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.335191011428833},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.10842368006706238},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10642865300178528},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.10217112302780151},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3583780.3614692","doi":"https://doi.org/10.1145/3583780.3614692","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3583780.3614692","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3583780.3614692","source":{"id":"https://openalex.org/S4393918199","display_name":"ACM International Conference on Information and Knowledge Management (CIKM)","issn_l":"2155-0751","issn":["2155-0751"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 32nd ACM International Conference on Information and Knowledge Management","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2210.07774","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2210.07774","pdf_url":"https://arxiv.org/pdf/2210.07774","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2210.07774","doi":"https://doi.org/10.48550/arxiv.2210.07774","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2210.07774","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.1145/3583780.3614692","doi":"https://doi.org/10.1145/3583780.3614692","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3583780.3614692","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3583780.3614692","source":{"id":"https://openalex.org/S4393918199","display_name":"ACM International Conference on Information and Knowledge Management (CIKM)","issn_l":"2155-0751","issn":["2155-0751"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 32nd ACM International Conference on Information and Knowledge Management","raw_type":"proceedings-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4387846624.pdf","grobid_xml":"https://content.openalex.org/works/W4387846624.grobid-xml"},"referenced_works_count":10,"referenced_works":["https://openalex.org/W1992549066","https://openalex.org/W2106630408","https://openalex.org/W2108862644","https://openalex.org/W2798694866","https://openalex.org/W2897429051","https://openalex.org/W2951968269","https://openalex.org/W2981070927","https://openalex.org/W3014661846","https://openalex.org/W3035590471","https://openalex.org/W3132466668"],"related_works":["https://openalex.org/W2745592048","https://openalex.org/W4401863435","https://openalex.org/W3014661846","https://openalex.org/W4378942346","https://openalex.org/W3080768030","https://openalex.org/W4417159243","https://openalex.org/W2808787330","https://openalex.org/W2799150466","https://openalex.org/W4416017855","https://openalex.org/W2914779069"],"abstract_inverted_index":{"Airbnb":[0],"is":[1,110],"a":[2,44,82,114,167],"two-sided":[3],"marketplace,":[4],"bringing":[5],"together":[6],"hosts":[7],"who":[8],"own":[9],"listings":[10,49,90],"for":[11,132,174],"rent,":[12],"with":[13,35],"prospective":[14],"guests":[15,34],"from":[16],"around":[17],"the":[18,48,78,104,128,142,157,162],"globe.":[19],"Applying":[20],"neural":[21,123],"network-based":[22],"learning":[23,106],"to":[24,29,59,107,140,170],"rank":[25,108],"techniques":[26,58],"has":[27],"led":[28],"significant":[30],"improvements":[31,38],"in":[32,39,71,91],"matching":[33],"hosts.":[36],"These":[37],"ranking":[40,177],"were":[41],"driven":[42],"by":[43,50,121],"core":[45],"strategy:":[46],"order":[47],"their":[51],"estimated":[52],"booking":[53,62,79],"probabilities,":[54],"then":[55],"iterate":[56],"on":[57,127],"make":[60],"these":[61,151],"probability":[63,80],"estimates":[64],"more":[65,67],"and":[66,137],"accurate.":[68],"Embedded":[69],"implicitly":[70],"this":[72,95,100,118],"strategy":[73],"was":[74],"an":[75],"assumption":[76],"that":[77],"of":[81,88,156,161],"listing":[83],"could":[84],"be":[85],"determined":[86],"independently":[87],"other":[89],"search":[92,143,172],"results.":[93],"In":[94],"paper":[96],"we":[97],"discuss":[98,150],"how":[99],"assumption,":[101,119],"pervasive":[102],"throughout":[103],"commonly-used":[105],"frameworks,":[109],"false.":[111],"We":[112,149],"provide":[113],"theoretical":[115],"foundation":[116],"correcting":[117],"followed":[120],"efficient":[122],"network":[124],"architectures":[125],"based":[126],"theory.":[129,163],"Explicitly":[130],"accounting":[131],"possible":[133],"similarities":[134],"between":[135],"listings,":[136],"reducing":[138],"them":[139],"diversify":[141,171],"results":[144,173],"generated":[145],"strong":[146],"positive":[147],"impact.":[148],"metric":[152],"wins":[153],"as":[154],"part":[155],"online":[158],"A/B":[159],"tests":[160],"Our":[164],"method":[165],"provides":[166],"practical":[168],"way":[169],"large-scale":[175],"production":[176],"systems.":[178]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":3}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2023-10-22T00:00:00"}
