{"id":"https://openalex.org/W2740065698","doi":"https://doi.org/10.1145/3077136.3080835","title":"Retrieval Algorithms Optimized for Human Learning","display_name":"Retrieval Algorithms Optimized for Human Learning","publication_year":2017,"publication_date":"2017-07-28","ids":{"openalex":"https://openalex.org/W2740065698","doi":"https://doi.org/10.1145/3077136.3080835","mag":"2740065698"},"language":"en","primary_location":{"id":"doi:10.1145/3077136.3080835","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3077136.3080835","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":"conference-paper","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/A5074119165","display_name":"Rohail Syed","orcid":"https://orcid.org/0000-0003-3504-2975"},"institutions":[{"id":"https://openalex.org/I27837315","display_name":"University of Michigan","ror":"https://ror.org/00jmfr291","country_code":"US","type":"education","lineage":["https://openalex.org/I27837315"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rohail Syed","raw_affiliation_strings":["University of Michigan, Ann Arbor, MI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Michigan, Ann Arbor, MI, USA","institution_ids":["https://openalex.org/I27837315"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005551272","display_name":"Kevyn Collins\u2010Thompson","orcid":"https://orcid.org/0000-0002-8178-5035"},"institutions":[{"id":"https://openalex.org/I27837315","display_name":"University of Michigan","ror":"https://ror.org/00jmfr291","country_code":"US","type":"education","lineage":["https://openalex.org/I27837315"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kevyn Collins-Thompson","raw_affiliation_strings":["University of Michigan, Ann Arbor, MI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Michigan, Ann Arbor, MI, USA","institution_ids":["https://openalex.org/I27837315"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I27837315"],"apc_list":null,"apc_paid":null,"fwci":5.1785,"has_fulltext":false,"cited_by_count":46,"citation_normalized_percentile":{"value":0.96728653,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"555","last_page":"564"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10286","display_name":"Information Retrieval and Search Behavior","score":0.9995999932289124,"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":0.9995999932289124,"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/T10028","display_name":"Topic Modeling","score":0.9970999956130981,"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":0.9945999979972839,"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":0.8429926037788391},{"id":"https://openalex.org/keywords/relevance","display_name":"Relevance (law)","score":0.7066057920455933},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5911180973052979},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5745819807052612},{"id":"https://openalex.org/keywords/cognitive-models-of-information-retrieval","display_name":"Cognitive models of information retrieval","score":0.5323282480239868},{"id":"https://openalex.org/keywords/search-engine","display_name":"Search engine","score":0.5239434242248535},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5085426568984985},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.5027227401733398},{"id":"https://openalex.org/keywords/learning-to-rank","display_name":"Learning to rank","score":0.4957514703273773},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4651869833469391},{"id":"https://openalex.org/keywords/relevance-feedback","display_name":"Relevance feedback","score":0.4515109658241272},{"id":"https://openalex.org/keywords/active-learning","display_name":"Active learning (machine learning)","score":0.4310700297355652},{"id":"https://openalex.org/keywords/human\u2013computer-information-retrieval","display_name":"Human\u2013computer information retrieval","score":0.3759281635284424},{"id":"https://openalex.org/keywords/image-retrieval","display_name":"Image retrieval","score":0.16997557878494263},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.16218408942222595}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8429926037788391},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.7066057920455933},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5911180973052979},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5745819807052612},{"id":"https://openalex.org/C21025794","wikidata":"https://www.wikidata.org/wiki/Q5141219","display_name":"Cognitive models of information retrieval","level":4,"score":0.5323282480239868},{"id":"https://openalex.org/C97854310","wikidata":"https://www.wikidata.org/wiki/Q19541","display_name":"Search engine","level":2,"score":0.5239434242248535},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5085426568984985},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.5027227401733398},{"id":"https://openalex.org/C86037889","wikidata":"https://www.wikidata.org/wiki/Q4330127","display_name":"Learning to rank","level":3,"score":0.4957514703273773},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4651869833469391},{"id":"https://openalex.org/C2779532271","wikidata":"https://www.wikidata.org/wiki/Q445558","display_name":"Relevance feedback","level":4,"score":0.4515109658241272},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.4310700297355652},{"id":"https://openalex.org/C90288658","wikidata":"https://www.wikidata.org/wiki/Q3318149","display_name":"Human\u2013computer information retrieval","level":3,"score":0.3759281635284424},{"id":"https://openalex.org/C1667742","wikidata":"https://www.wikidata.org/wiki/Q10927554","display_name":"Image retrieval","level":3,"score":0.16997557878494263},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.16218408942222595},{"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/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"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/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3077136.3080835","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3077136.3080835","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":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.7599999904632568}],"awards":[{"id":"https://openalex.org/G3701393365","display_name":null,"funder_award_id":"R305A140647","funder_id":"https://openalex.org/F4320306106","funder_display_name":"U.S. Department of Education"}],"funders":[{"id":"https://openalex.org/F4320306106","display_name":"U.S. Department of Education","ror":"https://ror.org/021adze67"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1510397660","https://openalex.org/W1614298861","https://openalex.org/W1979532929","https://openalex.org/W1998381498","https://openalex.org/W2029009258","https://openalex.org/W2074367844","https://openalex.org/W2100419635","https://openalex.org/W2104217798","https://openalex.org/W2112767991","https://openalex.org/W2113347069","https://openalex.org/W2125682643","https://openalex.org/W2156037541","https://openalex.org/W2162821268","https://openalex.org/W2171995297","https://openalex.org/W2172010324","https://openalex.org/W2172202805","https://openalex.org/W2320718773","https://openalex.org/W2336704236","https://openalex.org/W2471046599","https://openalex.org/W2613886040","https://openalex.org/W2951122980","https://openalex.org/W3217611625"],"related_works":["https://openalex.org/W2530055068","https://openalex.org/W4379381520","https://openalex.org/W2073085562","https://openalex.org/W1987750820","https://openalex.org/W2115159944","https://openalex.org/W2047830640","https://openalex.org/W2040524271","https://openalex.org/W2007963090","https://openalex.org/W2107161096","https://openalex.org/W2114900318"],"abstract_inverted_index":{"While":[0],"search":[1,19,136,192],"technology":[2],"is":[3,64,96],"widely":[4],"used":[5],"for":[6,24,98,128,144,153,163,171],"learning-oriented":[7],"information":[8,36,92],"needs,":[9],"the":[10,34,135,140,164,180,208],"results":[11,137,152,212],"provided":[12],"by":[13,80,108],"popular":[14],"services":[15],"such":[16],"as":[17,159,161],"Web":[18],"engines":[20],"are":[21],"optimized":[22,97],"primarily":[23],"generic":[25,103],"relevance,":[26],"not":[27],"effective":[28],"learning":[29,48,68,99,117,157,204,218],"outcomes.":[30,219],"As":[31],"a":[32,39,47,72,82,115,120,145,172,190,197,202],"result,":[33],"typical":[35],"trail":[37],"that":[38,63,95,113,138],"user":[40,199],"must":[41],"follow":[42],"while":[43],"searching":[44],"to":[45,66,71,133,167,189],"achieve":[46,168],"goal":[49],"may":[50],"be":[51],"an":[52,91,110,126,129,154],"inefficient":[53],"one":[54],"involving":[55,201],"unnecessarily":[56],"easy":[57],"or":[58,61],"difficult":[59],"content,":[60],"material":[62],"irrelevant":[65],"actual":[67],"progress":[69],"relative":[70,188],"user's":[73,156],"existing":[74],"knowledge.":[75],"We":[76,105,178],"address":[77],"this":[78,107],"problem":[79,112],"introducing":[81],"novel":[83],"theoretical":[84],"framework,":[85],"algorithms,":[86],"and":[87,123,182,206],"empirical":[88],"analysis":[89],"of":[90,102,175,184,210],"retrieval":[93,121,176,186],"model":[94,118,149,215],"outcomes":[100],"instead":[101],"relevance.":[104],"do":[106],"formulating":[109],"optimization":[111],"incorporates":[114],"cognitive":[116],"into":[119],"objective,":[122],"then":[124],"give":[125],"algorithm":[127],"efficient":[130],"approximate":[131],"solution":[132],"find":[134],"represent":[139],"best":[141],"'training":[142],"set'":[143],"human":[146],"learner.":[147],"Our":[148],"can":[150],"personalize":[151],"individual":[155],"goals,":[158],"well":[160],"account":[162],"effort":[165],"required":[166],"those":[169],"goals":[170],"given":[173],"set":[174],"results.":[177],"investigate":[179],"effectiveness":[181,209],"efficiency":[183],"our":[185,214],"framework":[187],"commercial":[191],"engine":[193],"baseline":[194],"('Google')":[195],"through":[196],"crowdsourced":[198],"study":[200],"vocabulary":[203],"task,":[205],"demonstrate":[207],"personalized":[211],"from":[213],"on":[216],"word":[217]},"counts_by_year":[{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":13},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":7},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":11},{"year":2017,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}