{"id":"https://openalex.org/W4386634359","doi":"https://doi.org/10.3233/jifs-233551","title":"A survey of topic models: From a whole-cycle perspective","display_name":"A survey of topic models: From a whole-cycle perspective","publication_year":2023,"publication_date":"2023-09-12","ids":{"openalex":"https://openalex.org/W4386634359","doi":"https://doi.org/10.3233/jifs-233551"},"language":"en","primary_location":{"id":"doi:10.3233/jifs-233551","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-233551","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent & Fuzzy 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/A5101795450","display_name":"Gang Cheng","orcid":"https://orcid.org/0000-0002-5424-9632"},"institutions":[{"id":"https://openalex.org/I132210918","display_name":"North China Institute of Science and Technology","ror":"https://ror.org/0096c7651","country_code":"CN","type":"education","lineage":["https://openalex.org/I132210918"]},{"id":"https://openalex.org/I31595395","display_name":"Chengdu University of Technology","ror":"https://ror.org/05pejbw21","country_code":"CN","type":"education","lineage":["https://openalex.org/I31595395"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gang Cheng","raw_affiliation_strings":["Nanjing University High-Tech Institute at Suzhou, Suzhou, China","School of Computer Science, North China Institute of Science and Technology, Beijing, China","State Key Laboratory of Geohazard Prevention and Geoenvironment Protection, Chengdu University of Technology, Chengdu, China","Nanjing University High-Tech Institute at Suzhou, Suzhou, China; School of Computer Science, North China Institute of Science and Technology, Beijing, China; State Key Laboratory of Geohazard Prevention and Geoenvironment Protection, Chengdu University of Technology, Chengdu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing University High-Tech Institute at Suzhou, Suzhou, China","institution_ids":[]},{"raw_affiliation_string":"School of Computer Science, North China Institute of Science and Technology, Beijing, China","institution_ids":["https://openalex.org/I132210918"]},{"raw_affiliation_string":"State Key Laboratory of Geohazard Prevention and Geoenvironment Protection, Chengdu University of Technology, Chengdu, China","institution_ids":["https://openalex.org/I31595395"]},{"raw_affiliation_string":"Nanjing University High-Tech Institute at Suzhou, Suzhou, China; School of Computer Science, North China Institute of Science and Technology, Beijing, China; State Key Laboratory of Geohazard Prevention and Geoenvironment Protection, Chengdu University of Technology, Chengdu, China","institution_ids":["https://openalex.org/I31595395","https://openalex.org/I132210918"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108955260","display_name":"Qinliang You","orcid":null},"institutions":[{"id":"https://openalex.org/I132210918","display_name":"North China Institute of Science and Technology","ror":"https://ror.org/0096c7651","country_code":"CN","type":"education","lineage":["https://openalex.org/I132210918"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qinliang You","raw_affiliation_strings":["School of Computer Science, North China Institute of Science and Technology, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, North China Institute of Science and Technology, Beijing, China","institution_ids":["https://openalex.org/I132210918"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052255801","display_name":"Lei Shi","orcid":"https://orcid.org/0000-0002-5570-7818"},"institutions":[{"id":"https://openalex.org/I5343935","display_name":"Guilin University of Electronic Technology","ror":"https://ror.org/05arjae42","country_code":"CN","type":"education","lineage":["https://openalex.org/I5343935"]},{"id":"https://openalex.org/I75689368","display_name":"Communication University of China","ror":"https://ror.org/04facbs33","country_code":"CN","type":"education","lineage":["https://openalex.org/I75689368"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Lei Shi","raw_affiliation_strings":["Guangxi Key Laboratory of Trusted Software, Guilin University of Electronic Technology, Guilin, China","State Key Laboratory of Media Convergence and Communication, Communication University of China, Beijing, China","Guangxi Key Laboratory of Trusted Software, Guilin University of Electronic Technology, Guilin, China; State Key Laboratory of Media Convergence and Communication, Communication University of China, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guangxi Key Laboratory of Trusted Software, Guilin University of Electronic Technology, Guilin, China","institution_ids":["https://openalex.org/I5343935"]},{"raw_affiliation_string":"State Key Laboratory of Media Convergence and Communication, Communication University of China, Beijing, China","institution_ids":["https://openalex.org/I75689368"]},{"raw_affiliation_string":"Guangxi Key Laboratory of Trusted Software, Guilin University of Electronic Technology, Guilin, China; State Key Laboratory of Media Convergence and Communication, Communication University of China, Beijing, China","institution_ids":["https://openalex.org/I5343935","https://openalex.org/I75689368"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070321310","display_name":"Zhenxue Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I132210918","display_name":"North China Institute of Science and Technology","ror":"https://ror.org/0096c7651","country_code":"CN","type":"education","lineage":["https://openalex.org/I132210918"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenxue Wang","raw_affiliation_strings":["School of Computer Science, North China Institute of Science and Technology, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, North China Institute of Science and Technology, Beijing, China","institution_ids":["https://openalex.org/I132210918"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003068779","display_name":"Jia Luo","orcid":"https://orcid.org/0000-0003-3914-8865"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jia Luo","raw_affiliation_strings":["College of Economics and Management, Beijing University of Technology, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Economics and Management, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082365525","display_name":"Tianbin Li","orcid":"https://orcid.org/0000-0003-2167-586X"},"institutions":[{"id":"https://openalex.org/I31595395","display_name":"Chengdu University of Technology","ror":"https://ror.org/05pejbw21","country_code":"CN","type":"education","lineage":["https://openalex.org/I31595395"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Tianbin Li","raw_affiliation_strings":["State Key Laboratory of Geohazard Prevention and Geoenvironment Protection, Chengdu University of Technology, Chengdu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Geohazard Prevention and Geoenvironment Protection, Chengdu University of Technology, Chengdu, China","institution_ids":["https://openalex.org/I31595395"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5052255801","https://openalex.org/A5082365525"],"corresponding_institution_ids":["https://openalex.org/I31595395","https://openalex.org/I5343935","https://openalex.org/I75689368"],"apc_list":null,"apc_paid":null,"fwci":0.3313,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.65492196,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":"45","issue":"6","first_page":"9929","last_page":"9953"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9940999746322632,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9940999746322632,"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/T10028","display_name":"Topic Modeling","score":0.988099992275238,"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/T13910","display_name":"Computational and Text Analysis Methods","score":0.970300018787384,"subfield":{"id":"https://openalex.org/subfields/3300","display_name":"General Social Sciences"},"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":0.8002917766571045},{"id":"https://openalex.org/keywords/topic-model","display_name":"Topic model","score":0.7746738195419312},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.6699070334434509},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.6011943817138672},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5276203155517578},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.45892149209976196},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.43913328647613525},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.4365547299385071},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3703463673591614},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.29067444801330566},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.17485028505325317}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8002917766571045},{"id":"https://openalex.org/C171686336","wikidata":"https://www.wikidata.org/wiki/Q3532085","display_name":"Topic model","level":2,"score":0.7746738195419312},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6699070334434509},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.6011943817138672},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5276203155517578},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.45892149209976196},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.43913328647613525},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.4365547299385071},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3703463673591614},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.29067444801330566},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.17485028505325317},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/jifs-233551","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-233551","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent & Fuzzy Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":122,"referenced_works":["https://openalex.org/W2061922307","https://openalex.org/W2086038979","https://openalex.org/W2096110600","https://openalex.org/W2097089247","https://openalex.org/W2110642088","https://openalex.org/W2134731454","https://openalex.org/W2173681125","https://openalex.org/W2178725228","https://openalex.org/W2180748755","https://openalex.org/W2328995640","https://openalex.org/W2444485119","https://openalex.org/W2473801133","https://openalex.org/W2606981059","https://openalex.org/W2610866103","https://openalex.org/W2745475103","https://openalex.org/W2755330151","https://openalex.org/W2761561877","https://openalex.org/W2782763078","https://openalex.org/W2791365686","https://openalex.org/W2798001063","https://openalex.org/W2803437449","https://openalex.org/W2896705778","https://openalex.org/W2897470545","https://openalex.org/W2900689019","https://openalex.org/W2905410292","https://openalex.org/W2908274699","https://openalex.org/W2909258306","https://openalex.org/W2922014325","https://openalex.org/W2925080392","https://openalex.org/W2938824800","https://openalex.org/W2955792000","https://openalex.org/W2963684088","https://openalex.org/W2964405698","https://openalex.org/W2968126485","https://openalex.org/W2971288699","https://openalex.org/W2987710261","https://openalex.org/W2990133442","https://openalex.org/W2991696912","https://openalex.org/W3000002143","https://openalex.org/W3005792683","https://openalex.org/W3009379225","https://openalex.org/W3011786122","https://openalex.org/W3021053579","https://openalex.org/W3023124607","https://openalex.org/W3024583486","https://openalex.org/W3031497986","https://openalex.org/W3036399893","https://openalex.org/W3036644138","https://openalex.org/W3039681085","https://openalex.org/W3043222912","https://openalex.org/W3045464143","https://openalex.org/W3048922981","https://openalex.org/W3086807592","https://openalex.org/W3088244859","https://openalex.org/W3089126452","https://openalex.org/W3091499889","https://openalex.org/W3091926342","https://openalex.org/W3092014167","https://openalex.org/W3096801289","https://openalex.org/W3096831136","https://openalex.org/W3099531031","https://openalex.org/W3101155479","https://openalex.org/W3112012747","https://openalex.org/W3117864197","https://openalex.org/W3127726845","https://openalex.org/W3129647781","https://openalex.org/W3137919502","https://openalex.org/W3138947514","https://openalex.org/W3153002149","https://openalex.org/W3153859265","https://openalex.org/W3156308088","https://openalex.org/W3158661162","https://openalex.org/W3160979913","https://openalex.org/W3166374891","https://openalex.org/W3169353268","https://openalex.org/W3172545452","https://openalex.org/W3199655532","https://openalex.org/W3201093691","https://openalex.org/W3207972072","https://openalex.org/W3211363741","https://openalex.org/W4200618163","https://openalex.org/W4206729245","https://openalex.org/W4206932044","https://openalex.org/W4220873409","https://openalex.org/W4221110890","https://openalex.org/W4224125359","https://openalex.org/W4229011615","https://openalex.org/W4231510805","https://openalex.org/W4288118251","https://openalex.org/W4291710825","https://openalex.org/W4306377799","https://openalex.org/W4306767407","https://openalex.org/W4307321238","https://openalex.org/W4308712053","https://openalex.org/W4309482398","https://openalex.org/W4321608031","https://openalex.org/W4362558246","https://openalex.org/W4362691888","https://openalex.org/W4377091740","https://openalex.org/W4381890886","https://openalex.org/W4396870811","https://openalex.org/W6601903828","https://openalex.org/W6639619044","https://openalex.org/W6685352114","https://openalex.org/W6685356407","https://openalex.org/W6721246166","https://openalex.org/W6743173244","https://openalex.org/W6750740095","https://openalex.org/W6751854905","https://openalex.org/W6758414861","https://openalex.org/W6766517365","https://openalex.org/W6766760092","https://openalex.org/W6776928048","https://openalex.org/W6779659240","https://openalex.org/W6791656780","https://openalex.org/W6794591724","https://openalex.org/W6796704242","https://openalex.org/W6807372149","https://openalex.org/W6846095980","https://openalex.org/W6850047247","https://openalex.org/W6851274320","https://openalex.org/W7024466811"],"related_works":["https://openalex.org/W2149537132","https://openalex.org/W1670566515","https://openalex.org/W641279757","https://openalex.org/W370975646","https://openalex.org/W596972243","https://openalex.org/W4242022592","https://openalex.org/W2018871932","https://openalex.org/W69751022","https://openalex.org/W4313230280","https://openalex.org/W3122213275"],"abstract_inverted_index":{"With":[0],"the":[1,10,28,73,100,117,135,150,154,171,176,205,210,219],"rapid":[2],"development":[3],"of":[4,27,75,99,113,175],"information":[5,18],"science":[6],"and":[7,19,32,42,53,65,81,93,120,148,163,181,209,224],"social":[8],"networks,":[9],"Internet":[11],"has":[12,24,36],"accumulated":[13],"various":[14],"data":[15,67,173],"containing":[16],"valuable":[17],"topics.":[20],"The":[21,60,111,188],"topic":[22,46,76,82,91,102,130,146,156,177,206],"model":[23,109,157,178,207],"become":[25],"one":[26],"primary":[29],"semantic":[30,57,79],"modeling":[31,80],"classification":[33],"methods.":[34],"It":[35,122,197],"been":[37],"widely":[38],"studied":[39],"in":[40,78,185],"academia":[41],"industry.":[43],"However,":[44,97],"most":[45,98],"models":[47,77,92,103,147],"only":[48],"focus":[49],"on":[50,145,153],"long":[51],"texts":[52],"often":[54],"suffer":[55],"from":[56],"sparsity":[58],"problems.":[59],"sparse,":[61],"short":[62],"text":[63],"content":[64],"irregular":[66],"have":[68,89],"brought":[69],"major":[70],"challenges":[71,125],"to":[72,106,128,200,204,217],"application":[74],"discovery.":[83],"To":[84,132],"overcome":[85],"these":[86],"challenges,":[87,137],"researchers":[88,199],"explored":[90],"achieved":[94],"excellent":[95],"results.":[96],"current":[101,114],"are":[104],"applicable":[105],"a":[107,142,191],"specific":[108],"task.":[110],"majority":[112],"reviews":[115],"ignore":[116],"whole-cycle":[118,192],"perspective":[119],"framework.":[121],"brings":[123],"great":[124],"for":[126,195],"novices":[127],"learn":[129],"models.":[131],"deal":[133],"with":[134],"above":[136],"we":[138,168],"investigate":[139],"more":[140,202],"than":[141],"hundred":[143],"papers":[144],"summarize":[149],"research":[151],"progress":[152],"entire":[155],"process,":[158],"including":[159],"theory,":[160],"method,":[161],"datasets,":[162,221],"evaluation":[164,222],"indicator.":[165],"In":[166],"addition,":[167],"also":[169],"analyzed":[170],"statistical":[172],"results":[174],"through":[179],"experiments":[180],"introduced":[182],"its":[183],"applications":[184],"different":[186],"fields.":[187],"paper":[189],"provides":[190],"learning":[193],"path":[194],"novices.":[196],"encourages":[198],"give":[201],"attention":[203,216],"algorithm":[208],"theory":[211],"itself":[212],"without":[213],"paying":[214],"extra":[215],"understanding":[218],"relevant":[220],"methods":[223],"latest":[225],"progress.":[226]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}