{"id":"https://openalex.org/W2533505369","doi":"https://doi.org/10.2308/isys-51625","title":"Text Mining Using Latent Semantic Analysis: An Illustration through Examination of 30 Years of Research at <i>JIS</i>","display_name":"Text Mining Using Latent Semantic Analysis: An Illustration through Examination of 30 Years of Research at <i>JIS</i>","publication_year":2016,"publication_date":"2016-10-01","ids":{"openalex":"https://openalex.org/W2533505369","doi":"https://doi.org/10.2308/isys-51625","mag":"2533505369"},"language":"en","primary_location":{"id":"doi:10.2308/isys-51625","is_oa":false,"landing_page_url":"https://doi.org/10.2308/isys-51625","pdf_url":null,"source":{"id":"https://openalex.org/S82262387","display_name":"Journal of Information Systems","issn_l":"0888-7985","issn":["0888-7985","1558-7959"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316290","host_organization_name":"American Accounting Association","host_organization_lineage":["https://openalex.org/P4310316290"],"host_organization_lineage_names":["American Accounting Association"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Information Systems","raw_type":"journal-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/A5059231561","display_name":"Jian Guan","orcid":"https://orcid.org/0000-0002-0945-1081"},"institutions":[{"id":"https://openalex.org/I4210143137","display_name":"University of Louisville Hospital","ror":"https://ror.org/04sq8k219","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210143137"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jian Guan","raw_affiliation_strings":["University of Louisville"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Louisville","institution_ids":["https://openalex.org/I4210143137"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005766420","display_name":"Alan S. Levitan","orcid":null},"institutions":[{"id":"https://openalex.org/I4210143137","display_name":"University of Louisville Hospital","ror":"https://ror.org/04sq8k219","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210143137"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alan S. Levitan","raw_affiliation_strings":["University of Louisville"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Louisville","institution_ids":["https://openalex.org/I4210143137"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090955825","display_name":"Sandeep Goyal","orcid":"https://orcid.org/0000-0002-6723-6355"},"institutions":[{"id":"https://openalex.org/I4210143137","display_name":"University of Louisville Hospital","ror":"https://ror.org/04sq8k219","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210143137"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sandeep Goyal","raw_affiliation_strings":["University of Louisville"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Louisville","institution_ids":["https://openalex.org/I4210143137"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210143137"],"apc_list":null,"apc_paid":null,"fwci":2.7904,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.91365336,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"32","issue":"1","first_page":"67","last_page":"86"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13794","display_name":"Financial Reporting and XBRL","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T13794","display_name":"Financial Reporting and XBRL","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10081","display_name":"Auditing, Earnings Management, Governance","score":0.9793000221252441,"subfield":{"id":"https://openalex.org/subfields/1402","display_name":"Accounting"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11995","display_name":"FinTech, Crowdfunding, Digital Finance","score":0.9380000233650208,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/latent-semantic-analysis","display_name":"Latent semantic analysis","score":0.7163723111152649},{"id":"https://openalex.org/keywords/scope","display_name":"Scope (computer science)","score":0.6690027713775635},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6090248823165894},{"id":"https://openalex.org/keywords/unstructured-data","display_name":"Unstructured data","score":0.5926382541656494},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5779916048049927},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5498870611190796},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.457516610622406},{"id":"https://openalex.org/keywords/identity","display_name":"Identity (music)","score":0.4353603720664978},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.3922136127948761},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.27348417043685913},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.2239687442779541}],"concepts":[{"id":"https://openalex.org/C170133592","wikidata":"https://www.wikidata.org/wiki/Q1806883","display_name":"Latent semantic analysis","level":2,"score":0.7163723111152649},{"id":"https://openalex.org/C2778012447","wikidata":"https://www.wikidata.org/wiki/Q1034415","display_name":"Scope (computer science)","level":2,"score":0.6690027713775635},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6090248823165894},{"id":"https://openalex.org/C2781252014","wikidata":"https://www.wikidata.org/wiki/Q1141900","display_name":"Unstructured data","level":3,"score":0.5926382541656494},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5779916048049927},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5498870611190796},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.457516610622406},{"id":"https://openalex.org/C2778355321","wikidata":"https://www.wikidata.org/wiki/Q17079427","display_name":"Identity (music)","level":2,"score":0.4353603720664978},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.3922136127948761},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.27348417043685913},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2239687442779541},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","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},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.2308/isys-51625","is_oa":false,"landing_page_url":"https://doi.org/10.2308/isys-51625","pdf_url":null,"source":{"id":"https://openalex.org/S82262387","display_name":"Journal of Information Systems","issn_l":"0888-7985","issn":["0888-7985","1558-7959"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316290","host_organization_name":"American Accounting Association","host_organization_lineage":["https://openalex.org/P4310316290"],"host_organization_lineage_names":["American Accounting Association"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Information Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.5199999809265137,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W31847666","https://openalex.org/W1517398176","https://openalex.org/W1532325895","https://openalex.org/W1570448133","https://openalex.org/W1732828232","https://openalex.org/W1930377193","https://openalex.org/W1973817450","https://openalex.org/W1977477228","https://openalex.org/W1983578042","https://openalex.org/W1998768016","https://openalex.org/W2002203419","https://openalex.org/W2005406133","https://openalex.org/W2021993444","https://openalex.org/W2022807169","https://openalex.org/W2026520730","https://openalex.org/W2026732414","https://openalex.org/W2027104069","https://openalex.org/W2034714661","https://openalex.org/W2038572603","https://openalex.org/W2041768699","https://openalex.org/W2043484416","https://openalex.org/W2055684928","https://openalex.org/W2057870902","https://openalex.org/W2060584096","https://openalex.org/W2060686624","https://openalex.org/W2066147459","https://openalex.org/W2066344929","https://openalex.org/W2075209120","https://openalex.org/W2079155715","https://openalex.org/W2081304050","https://openalex.org/W2082650440","https://openalex.org/W2088535455","https://openalex.org/W2100251974","https://openalex.org/W2107066843","https://openalex.org/W2147152072","https://openalex.org/W2150533597","https://openalex.org/W2156273485","https://openalex.org/W2171964738","https://openalex.org/W2177590591","https://openalex.org/W2286698457","https://openalex.org/W2292869588","https://openalex.org/W2345274834","https://openalex.org/W3145974016","https://openalex.org/W4213009331","https://openalex.org/W6634725844"],"related_works":["https://openalex.org/W3157828377","https://openalex.org/W2468296273","https://openalex.org/W4377992839","https://openalex.org/W2937168573","https://openalex.org/W2261525379","https://openalex.org/W2805468299","https://openalex.org/W4231652189","https://openalex.org/W2889935511","https://openalex.org/W2608358066","https://openalex.org/W2805787263"],"abstract_inverted_index":{"ABSTRACT":[0],"Big":[1],"Data":[2],"presents":[3],"a":[4,77,127,148],"tremendous":[5],"challenge":[6,13],"for":[7],"the":[8,20,57,72,89,105,112,132],"accounting":[9,49,58,67],"profession":[10,59],"today.":[11],"This":[12,69],"is":[14,54,96],"characterized":[15],"by,":[16],"among":[17],"other":[18],"things,":[19],"explosive":[21],"growth":[22],"of":[23,48,107,123,126,134,151],"unstructured":[24,39,85],"data,":[25,87],"such":[26],"as":[27,102,119],"text.":[28],"In":[29],"recent":[30],"years,":[31],"new":[32],"text-mining":[33,78],"methods":[34],"have":[35],"emerged":[36],"to":[37,55,88,98,130,147],"turn":[38],"textual":[40,86],"data":[41],"into":[42],"actionable":[43],"information.":[44],"A":[45],"critical":[46],"role":[47],"information":[50],"systems":[51],"(AIS)":[52],"research":[53,91,101,117,138],"help":[56],"assess":[60],"and":[61,140],"utilize":[62],"these":[63],"methodologies":[64],"in":[65,84,104],"an":[66,120],"context.":[68],"paper":[70],"introduces":[71],"latent":[73,82],"semantic":[74],"analysis":[75,124,145],"(LSA),":[76],"approach":[79,95],"that":[80],"discovers":[81],"structures":[83],"AIS":[90,100,135],"community.":[92],"An":[93],"LSA-based":[94],"used":[97],"analyze":[99],"published":[103],"Journal":[106],"Information":[108],"Systems":[109],"(JIS)":[110],"over":[111],"last":[113],"30":[114],"years.":[115],"JIS":[116],"serves":[118],"appropriate":[121],"domain":[122],"because":[125],"perceived":[128],"need":[129],"contextualize":[131],"scope":[133],"research.":[136],"The":[137],"themes":[139],"trends":[141],"resulting":[142],"from":[143],"this":[144,152],"contribute":[146],"better":[149],"understanding":[150],"identity.":[153]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":2}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2016-10-28T00:00:00"}
