{"id":"https://openalex.org/W1982474113","doi":"https://doi.org/10.1145/1816123.1816156","title":"Evaluating topic models for digital libraries","display_name":"Evaluating topic models for digital libraries","publication_year":2010,"publication_date":"2010-06-21","ids":{"openalex":"https://openalex.org/W1982474113","doi":"https://doi.org/10.1145/1816123.1816156","mag":"1982474113"},"language":"en","primary_location":{"id":"doi:10.1145/1816123.1816156","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1816123.1816156","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 10th annual joint conference on Digital libraries","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/A5088727983","display_name":"David Newman","orcid":"https://orcid.org/0000-0002-4959-2428"},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"David Newman","raw_affiliation_strings":["University of California, Irvine, Irvine, CA, USA","University of California Irvine, IRVINE, CA, USA#TAB#"],"affiliations":[{"raw_affiliation_string":"University of California, Irvine, Irvine, CA, USA","institution_ids":["https://openalex.org/I204250578"]},{"raw_affiliation_string":"University of California Irvine, IRVINE, CA, USA#TAB#","institution_ids":["https://openalex.org/I204250578"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110531893","display_name":"Youn Noh","orcid":null},"institutions":[{"id":"https://openalex.org/I32971472","display_name":"Yale University","ror":"https://ror.org/03v76x132","country_code":"US","type":"education","lineage":["https://openalex.org/I32971472"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Youn Noh","raw_affiliation_strings":["Yale University, New Haven, CT, USA"],"affiliations":[{"raw_affiliation_string":"Yale University, New Haven, CT, USA","institution_ids":["https://openalex.org/I32971472"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007907795","display_name":"Edmund M. Talley","orcid":"https://orcid.org/0000-0002-3676-4753"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Edmund Talley","raw_affiliation_strings":["NIH, Washington, DC, USA"],"affiliations":[{"raw_affiliation_string":"NIH, Washington, DC, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041251183","display_name":"Sarvnaz Karimi","orcid":"https://orcid.org/0000-0002-4927-3937"},"institutions":[{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Sarvnaz Karimi","raw_affiliation_strings":["NICTA, Melbourne, Australia","NICTA, Melbourne, Australia#TAB#"],"affiliations":[{"raw_affiliation_string":"NICTA, Melbourne, Australia","institution_ids":["https://openalex.org/I42894916"]},{"raw_affiliation_string":"NICTA, Melbourne, Australia#TAB#","institution_ids":["https://openalex.org/I42894916"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060332228","display_name":"Timothy Baldwin","orcid":"https://orcid.org/0000-0003-4525-6950"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Timothy Baldwin","raw_affiliation_strings":["University of Melbourne, Melbourne, Australia","University of Melbourne, Melbourne, Australia,"],"affiliations":[{"raw_affiliation_string":"University of Melbourne, Melbourne, Australia","institution_ids":["https://openalex.org/I165779595"]},{"raw_affiliation_string":"University of Melbourne, Melbourne, Australia,","institution_ids":["https://openalex.org/I165779595"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5088727983"],"corresponding_institution_ids":["https://openalex.org/I204250578"],"apc_list":null,"apc_paid":null,"fwci":9.7544,"has_fulltext":false,"cited_by_count":202,"citation_normalized_percentile":{"value":0.9797882,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"215","last_page":"224"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","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/T10028","display_name":"Topic Modeling","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/T10181","display_name":"Natural Language Processing Techniques","score":0.9990000128746033,"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/T12478","display_name":"Wikis in Education and Collaboration","score":0.9955999851226807,"subfield":{"id":"https://openalex.org/subfields/3315","display_name":"Communication"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social 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":0.8457742929458618},{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.7086106538772583},{"id":"https://openalex.org/keywords/digital-library","display_name":"Digital library","score":0.6578111052513123},{"id":"https://openalex.org/keywords/sketch","display_name":"Sketch","score":0.6422258615493774},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.5999425649642944},{"id":"https://openalex.org/keywords/topic-model","display_name":"Topic model","score":0.497830867767334},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.46126750111579895},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.4014389216899872},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.28697121143341064}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8457742929458618},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.7086106538772583},{"id":"https://openalex.org/C513874922","wikidata":"https://www.wikidata.org/wiki/Q212805","display_name":"Digital library","level":3,"score":0.6578111052513123},{"id":"https://openalex.org/C2779231336","wikidata":"https://www.wikidata.org/wiki/Q7534724","display_name":"Sketch","level":2,"score":0.6422258615493774},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.5999425649642944},{"id":"https://openalex.org/C171686336","wikidata":"https://www.wikidata.org/wiki/Q3532085","display_name":"Topic model","level":2,"score":0.497830867767334},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.46126750111579895},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.4014389216899872},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.28697121143341064},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.0},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.0},{"id":"https://openalex.org/C164913051","wikidata":"https://www.wikidata.org/wiki/Q482","display_name":"Poetry","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/1816123.1816156","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1816123.1816156","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 10th annual joint conference on Digital libraries","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8700000047683716,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320306122","display_name":"Institute of Museum and Library Services","ror":"https://ror.org/030prv062"},{"id":"https://openalex.org/F4320315885","display_name":"Australian Government","ror":"https://ror.org/0314h5y94"},{"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":21,"referenced_works":["https://openalex.org/W658295343","https://openalex.org/W1831355885","https://openalex.org/W1880262756","https://openalex.org/W2001082470","https://openalex.org/W2006996936","https://openalex.org/W2072644219","https://openalex.org/W2103587173","https://openalex.org/W2113855231","https://openalex.org/W2124998943","https://openalex.org/W2141441158","https://openalex.org/W2144586791","https://openalex.org/W2147946282","https://openalex.org/W2158085718","https://openalex.org/W2158266063","https://openalex.org/W2159426623","https://openalex.org/W2160507407","https://openalex.org/W6621984194","https://openalex.org/W6675301171","https://openalex.org/W6681142691","https://openalex.org/W6682044806","https://openalex.org/W6683603713"],"related_works":["https://openalex.org/W2905433371","https://openalex.org/W2888392564","https://openalex.org/W4310278675","https://openalex.org/W4388422664","https://openalex.org/W4390569940","https://openalex.org/W4361193272","https://openalex.org/W2963326959","https://openalex.org/W4388685194","https://openalex.org/W2378994405","https://openalex.org/W4312407344"],"abstract_inverted_index":{"Topic":[0],"models":[1],"could":[2],"have":[3],"a":[4,38,68,125],"huge":[5],"impact":[6],"on":[7,48,139],"improving":[8],"the":[9,49,64,86,96],"ways":[10],"users":[11],"find":[12],"and":[13,19,28,34,40,61,91,98,116,130,148],"discover":[14],"content":[15],"in":[16,37],"digital":[17,176],"libraries":[18,177],"search":[20],"interfaces":[21],"through":[22],"their":[23,41],"ability":[24,42],"to":[25,32,43,54,57,72,171],"automatically":[26],"learn":[27],"apply":[29],"subject":[30],"tags":[31],"each":[33],"every":[35],"item":[36],"collection,":[39],"dynamically":[44],"create":[45],"virtual":[46],"collections":[47,123],"fly.":[50],"However,":[51],"much":[52],"remains":[53],"be":[55],"done":[56],"tap":[58],"this":[59,75,89],"potential,":[60],"empirically":[62],"evaluate":[63],"true":[65],"value":[66],"of":[67,100,128,143,164],"given":[69],"topic":[70,104,173],"model":[71,136],"humans.":[73],"In":[74],"work,":[76],"we":[77,83],"sketch":[78],"out":[79],"some":[80],"sub-tasks":[81],"that":[82],"suggest":[84],"pave":[85],"way":[87],"towards":[88],"goal,":[90],"present":[92],"methods":[93],"for":[94],"assessing":[95],"coherence":[97],"interpretability":[99],"topics":[101,120,165],"learned":[102,121],"by":[103],"models.":[105],"Our":[106],"large-scale":[107],"user":[108],"study":[109],"includes":[110],"over":[111],"70":[112],"human":[113,159],"subjects":[114],"evaluating":[115],"scoring":[117,135,163],"almost":[118],"500":[119],"from":[122,124],"wide":[126],"range":[127],"genres":[129],"domains.":[131],"We":[132],"show":[133],"how":[134],"--":[137],"based":[138],"pointwise":[140],"mutual":[141],"information":[142],"word-pair":[144],"using":[145],"Wikipedia,":[146],"Google":[147],"MEDLINE":[149],"as":[150],"external":[151],"data":[152],"sources":[153],"-":[154],"performs":[155],"well":[156],"at":[157],"predicting":[158],"scores.":[160],"This":[161],"automated":[162],"is":[166],"an":[167],"important":[168],"first":[169],"step":[170],"integrating":[172],"modeling":[174],"into":[175]},"counts_by_year":[{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":18},{"year":2022,"cited_by_count":13},{"year":2021,"cited_by_count":27},{"year":2020,"cited_by_count":22},{"year":2019,"cited_by_count":13},{"year":2018,"cited_by_count":14},{"year":2017,"cited_by_count":10},{"year":2016,"cited_by_count":13},{"year":2015,"cited_by_count":16},{"year":2014,"cited_by_count":11},{"year":2013,"cited_by_count":7},{"year":2012,"cited_by_count":7}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
