{"id":"https://openalex.org/W3156096500","doi":"https://doi.org/10.1145/3404835.3462937","title":"How do Online Learning to Rank Methods Adapt to Changes of Intent?","display_name":"How do Online Learning to Rank Methods Adapt to Changes of Intent?","publication_year":2021,"publication_date":"2021-07-11","ids":{"openalex":"https://openalex.org/W3156096500","doi":"https://doi.org/10.1145/3404835.3462937","mag":"3156096500"},"language":"en","primary_location":{"id":"doi:10.1145/3404835.3462937","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3404835.3462937","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 44th 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/A5012958162","display_name":"Shengyao Zhuang","orcid":"https://orcid.org/0000-0002-6711-0955"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Shengyao Zhuang","raw_affiliation_strings":["The University of Queensland, Brisbane, QLD, Australia"],"affiliations":[{"raw_affiliation_string":"The University of Queensland, Brisbane, QLD, Australia","institution_ids":["https://openalex.org/I165143802"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076031002","display_name":"Guido Zuccon","orcid":"https://orcid.org/0000-0003-0271-5563"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Guido Zuccon","raw_affiliation_strings":["The University of Queensland, Brisbane, QLD, Australia"],"affiliations":[{"raw_affiliation_string":"The University of Queensland, Brisbane, QLD, Australia","institution_ids":["https://openalex.org/I165143802"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5012958162"],"corresponding_institution_ids":["https://openalex.org/I165143802"],"apc_list":null,"apc_paid":null,"fwci":0.8158,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.77443669,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"911","last_page":"920"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9983999729156494,"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"}},"topics":[{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9983999729156494,"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/T12072","display_name":"Machine Learning and Algorithms","score":0.9948999881744385,"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/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.984000027179718,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.836302638053894},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.5787362456321716},{"id":"https://openalex.org/keywords/learning-to-rank","display_name":"Learning to rank","score":0.5737079977989197},{"id":"https://openalex.org/keywords/rank","display_name":"Rank (graph theory)","score":0.5548122525215149},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5223492383956909},{"id":"https://openalex.org/keywords/counterfactual-thinking","display_name":"Counterfactual thinking","score":0.5205298662185669},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4761386215686798},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4203818440437317},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.35685959458351135},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.33200788497924805},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.1578918695449829}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.836302638053894},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.5787362456321716},{"id":"https://openalex.org/C86037889","wikidata":"https://www.wikidata.org/wiki/Q4330127","display_name":"Learning to rank","level":3,"score":0.5737079977989197},{"id":"https://openalex.org/C164226766","wikidata":"https://www.wikidata.org/wiki/Q7293202","display_name":"Rank (graph theory)","level":2,"score":0.5548122525215149},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5223492383956909},{"id":"https://openalex.org/C108650721","wikidata":"https://www.wikidata.org/wiki/Q1783253","display_name":"Counterfactual thinking","level":2,"score":0.5205298662185669},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4761386215686798},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4203818440437317},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.35685959458351135},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33200788497924805},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.1578918695449829},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"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/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3404835.3462937","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3404835.3462937","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 44th International ACM SIGIR Conference on Research and Development in Information Retrieval","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7874594011","display_name":null,"funder_award_id":"DE180101579","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"}],"funders":[{"id":"https://openalex.org/F4320334704","display_name":"Australian Research Council","ror":"https://ror.org/05mmh0f86"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W299870200","https://openalex.org/W1554540371","https://openalex.org/W1710398321","https://openalex.org/W2007815473","https://openalex.org/W2009979684","https://openalex.org/W2018022208","https://openalex.org/W2023217766","https://openalex.org/W2023599408","https://openalex.org/W2026439336","https://openalex.org/W2044002869","https://openalex.org/W2047221353","https://openalex.org/W2047804176","https://openalex.org/W2048437343","https://openalex.org/W2085680808","https://openalex.org/W2091379987","https://openalex.org/W2099213975","https://openalex.org/W2102217663","https://openalex.org/W2102693936","https://openalex.org/W2147892741","https://openalex.org/W2149427297","https://openalex.org/W2176930994","https://openalex.org/W2279385734","https://openalex.org/W2339829457","https://openalex.org/W2340526403","https://openalex.org/W2505872937","https://openalex.org/W2507134384","https://openalex.org/W2566147423","https://openalex.org/W2767527743","https://openalex.org/W2798492560","https://openalex.org/W2884475480","https://openalex.org/W2890291106","https://openalex.org/W2907887012","https://openalex.org/W2913544988","https://openalex.org/W2948795993","https://openalex.org/W2955421345","https://openalex.org/W3015271280","https://openalex.org/W3028556448","https://openalex.org/W3035303465","https://openalex.org/W3048919590","https://openalex.org/W3098894878","https://openalex.org/W3099253997","https://openalex.org/W3101267375","https://openalex.org/W3103259151","https://openalex.org/W3104881842","https://openalex.org/W3105997200","https://openalex.org/W4288280739","https://openalex.org/W4302322961"],"related_works":["https://openalex.org/W3201448254","https://openalex.org/W4286970243","https://openalex.org/W2066431708","https://openalex.org/W4384133558","https://openalex.org/W2772359885","https://openalex.org/W4388955650","https://openalex.org/W3011471740","https://openalex.org/W2884580467","https://openalex.org/W2544639518","https://openalex.org/W2572315477"],"abstract_inverted_index":{"Online":[0],"learning":[1,43],"to":[2,11,19,44,98,100,111,158,185,193,217,224,231,241,250],"rank":[3],"(OLTR)":[4],"uses":[5],"interaction":[6],"data,":[7],"such":[8,37],"as":[9,38,56,138,163],"clicks,":[10],"dynamically":[12],"update":[13],"rankers.":[14],"OLTR":[15,96,117,155,198,206,247],"has":[16,49],"been":[17,51],"thought":[18],"capture":[20],"user":[21,66,101],"intent":[22,67,102,112,142,159,173,186,209,232,251],"change":[23,81,113,143,160,210],"overtime":[24],"-":[25],"a":[26,191,203],"task":[27],"that":[28,108,141],"is":[29,120,134,161],"impossible":[30],"for":[31,205],"rankers":[32],"trained":[33],"on":[34,123],"statistic":[35],"datasets":[36,166],"in":[39,128,181],"offline":[40,151],"and":[41,53,78,119,150,226],"counterfactual":[42],"rank.":[45],"However,":[46],"this":[47,85,89,182,195,218],"feature":[48],"never":[50],"demonstrated":[52],"empirically":[54],"studied,":[55],"previous":[57],"work":[58],"only":[59],"considered":[60],"simulated":[61],"online":[62,70,149],"data":[63,71],"with":[64,72,176,207],"single":[65],"or":[68],"real":[69],"no":[73],"explicit":[74,208],"notion":[75],"of":[76,95,126,197,245],"intents":[77],"how":[79,154,246],"they":[80],"over":[82],"interactions.":[83],"In":[84],"paper,":[86],"we":[87,188,201],"address":[88],"gap":[90],"by":[91,211],"study":[92,242],"the":[93,109,124,129,171,177],"capability":[94],"algorithms":[97,156],"adapt":[99,157,249],"change.":[103,233,252],"Our":[104],"empirical":[105],"experiments":[106],"show":[107],"adaptation":[110,144],"does":[114],"vary":[115],"across":[116],"methods,":[118],"also":[121,189],"dependent":[122],"amount":[125],"noise":[127],"implicit":[130],"feedback":[131],"signal.":[132],"This":[133],"an":[135,213],"important":[136],"result,":[137],"it":[139],"highlights":[140],"should":[145],"be":[146],"studied":[147],"alongside":[148],"performance.":[152],"Investigating":[153],"challenging":[162],"current":[164],"LTR":[165],"do":[167],"not":[168],"explicitly":[169],"contain":[170],"required":[172],"data.":[174],"Along":[175],"main":[178],"findings":[179],"reported":[180],"paper":[183],"related":[184,230],"change,":[187],"contribute":[190],"methodology":[192],"investigate":[194],"aspect":[196],"methods.":[199],"Specifically,":[200],"create":[202],"collection":[204,216],"adapting":[212],"existing":[214],"TREC":[215],"task.":[219],"We":[220,234],"further":[221,235],"introduce":[222],"methods":[223,248],"model":[225],"simulate":[227],"click":[228],"behaviour":[229],"propose":[236],"novel":[237],"evaluation":[238],"metrics":[239],"tailored":[240],"different":[243],"aspects":[244]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
