{"id":"https://openalex.org/W2913639701","doi":"https://doi.org/10.1145/3308558.3313675","title":"Constructing Test Collections using Multi-armed Bandits and Active Learning","display_name":"Constructing Test Collections using Multi-armed Bandits and Active Learning","publication_year":2019,"publication_date":"2019-05-13","ids":{"openalex":"https://openalex.org/W2913639701","doi":"https://doi.org/10.1145/3308558.3313675","mag":"2913639701"},"language":"en","primary_location":{"id":"doi:10.1145/3308558.3313675","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3308558.3313675","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The World Wide Web Conference","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3308558.3313675","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101100187","display_name":"Md Mustafizur Rahman","orcid":null},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Md Mustafizur Rahman","raw_affiliation_strings":["The University of Texas at Austin"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The University of Texas at Austin","institution_ids":["https://openalex.org/I86519309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086826049","display_name":"M\u00fccahid Kutlu","orcid":"https://orcid.org/0000-0002-5660-4992"},"institutions":[{"id":"https://openalex.org/I13236232","display_name":"TOBB University of Economics and Technology","ror":"https://ror.org/03ewx7v96","country_code":"TR","type":"education","lineage":["https://openalex.org/I13236232"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Mucahid Kutlu","raw_affiliation_strings":["TOBB Economy and Tech. University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"TOBB Economy and Tech. University","institution_ids":["https://openalex.org/I13236232"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023397430","display_name":"Matthew Lease","orcid":"https://orcid.org/0000-0002-0056-2834"},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Matthew Lease","raw_affiliation_strings":["The University of Texas at Austin"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The University of Texas at Austin","institution_ids":["https://openalex.org/I86519309"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"3158","last_page":"3164"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12072","display_name":"Machine Learning and Algorithms","score":0.9998999834060669,"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/T12072","display_name":"Machine Learning and Algorithms","score":0.9998999834060669,"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":0.9994000196456909,"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"}},{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9976000189781189,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8229320049285889},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.8193528652191162},{"id":"https://openalex.org/keywords/relevance","display_name":"Relevance (law)","score":0.818155825138092},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6149196028709412},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.6134997606277466},{"id":"https://openalex.org/keywords/test","display_name":"Test (biology)","score":0.5886704921722412},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.5192656517028809},{"id":"https://openalex.org/keywords/cornerstone","display_name":"Cornerstone","score":0.453235387802124},{"id":"https://openalex.org/keywords/scarcity","display_name":"Scarcity","score":0.4255448579788208}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8229320049285889},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.8193528652191162},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.818155825138092},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6149196028709412},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.6134997606277466},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.5886704921722412},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.5192656517028809},{"id":"https://openalex.org/C2780616401","wikidata":"https://www.wikidata.org/wiki/Q1133673","display_name":"Cornerstone","level":2,"score":0.453235387802124},{"id":"https://openalex.org/C109747225","wikidata":"https://www.wikidata.org/wiki/Q815758","display_name":"Scarcity","level":2,"score":0.4255448579788208},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"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/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","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/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3308558.3313675","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3308558.3313675","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The World Wide Web Conference","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3308558.3313675","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3308558.3313675","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The World Wide Web Conference","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320332753","display_name":"Qatar National Research Fund","ror":"https://ror.org/01svaqq28"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W1546195864","https://openalex.org/W1965690069","https://openalex.org/W1967879792","https://openalex.org/W1976076261","https://openalex.org/W1978394996","https://openalex.org/W1998498767","https://openalex.org/W2008102370","https://openalex.org/W2008445237","https://openalex.org/W2009954908","https://openalex.org/W2015338694","https://openalex.org/W2022995284","https://openalex.org/W2029075138","https://openalex.org/W2031536661","https://openalex.org/W2057495142","https://openalex.org/W2058200372","https://openalex.org/W2066273153","https://openalex.org/W2075893676","https://openalex.org/W2085989833","https://openalex.org/W2120308175","https://openalex.org/W2124504084","https://openalex.org/W2138090731","https://openalex.org/W2159209451","https://openalex.org/W2500119194","https://openalex.org/W2751013112","https://openalex.org/W2758898480","https://openalex.org/W2798698938","https://openalex.org/W2895814542","https://openalex.org/W2914331073","https://openalex.org/W2917634187","https://openalex.org/W3103991399","https://openalex.org/W4241030163"],"related_works":["https://openalex.org/W2088111589","https://openalex.org/W2321083758","https://openalex.org/W4366496304","https://openalex.org/W2375906709","https://openalex.org/W4229004718","https://openalex.org/W2150136235","https://openalex.org/W2053591227","https://openalex.org/W2581240705","https://openalex.org/W2041353081","https://openalex.org/W2568183987"],"abstract_inverted_index":{"While":[0],"test":[1],"collections":[2,20,95],"provide":[3],"the":[4,57,63,74,113,119],"cornerstone":[5],"of":[6,98,112,118],"system-based":[7],"evaluation":[8],"in":[9],"information":[10],"retrieval,":[11],"human":[12],"relevance":[13],"judging":[14,43],"has":[15,32],"become":[16,33],"prohibitively":[17],"expensive":[18],"as":[19],"have":[21,129],"grown":[22],"ever":[23],"larger.":[24],"Consequently,":[25],"intelligently":[26],"deciding":[27],"which":[28,46,83],"documents":[29,115],"to":[30,41,66,81,85],"judge":[31,67,86],"increasingly":[34],"important.":[35],"We":[36],"propose":[37],"a":[38,53,69],"two-phase":[39],"approach":[40],"intelligent":[42],"across":[44],"topics":[45],"does":[47],"not":[48],"require":[49],"document":[50,84],"rankings":[51],"from":[52],"shared":[54,130],"task.":[55],"In":[56,73],"first":[58],"phase,":[59,76],"we":[60,77,128],"dynamically":[61],"select":[62,82],"next":[64,87],"topic":[65],"via":[68],"multi-armed":[70],"bandit":[71],"method.":[72],"second":[75],"employ":[78],"active":[79],"learning":[80],"for":[88,105],"that":[89],"topic.":[90],"Experiments":[91],"on":[92],"three":[93],"TREC":[94],"(varying":[96],"scarcity":[97],"relevant":[99,114],"documents)":[100],"achieve":[101],"t":[102],"0.90":[103],"correlation":[104],"[email":[106],"protected]":[107],"ranking":[108],"and":[109,125],"find":[110],"90%":[111],"at":[116],"48%":[117],"original":[120],"budget.":[121],"To":[122],"support":[123],"reproducibility":[124],"follow-on":[126],"work,":[127],"our":[131],"code":[132],"online1.":[133]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":3}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}