{"id":"https://openalex.org/W2946841636","doi":"https://doi.org/10.4018/ijiit.2019070104","title":"Text Clustering Using PSO Based Dynamic Adaptive SOM for Detecting Emergent Trends","display_name":"Text Clustering Using PSO Based Dynamic Adaptive SOM for Detecting Emergent Trends","publication_year":2019,"publication_date":"2019-05-28","ids":{"openalex":"https://openalex.org/W2946841636","doi":"https://doi.org/10.4018/ijiit.2019070104","mag":"2946841636"},"language":"en","primary_location":{"id":"doi:10.4018/ijiit.2019070104","is_oa":false,"landing_page_url":"https://doi.org/10.4018/ijiit.2019070104","pdf_url":null,"source":{"id":"https://openalex.org/S116626079","display_name":"International Journal of Intelligent Information Technologies","issn_l":"1548-3657","issn":["1548-3657","1548-3665"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Intelligent Information Technologies","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/A5007823452","display_name":"D. Chandrakala","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Chandrakala D","raw_affiliation_strings":["Department of Computer Science and Engineering, Kumaraguru College of Technology, Coimbatore, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Kumaraguru College of Technology, Coimbatore, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018316581","display_name":"S. Sumathi","orcid":"https://orcid.org/0000-0001-8391-6396"},"institutions":[{"id":"https://openalex.org/I4210109528","display_name":"PSG INSTITUTE OF TECHNOLOGY AND APPLIED RESEARCH","ror":"https://ror.org/01sa9ng67","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210109528"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sumathi S","raw_affiliation_strings":["Department of Electrical and Electronics Engineering, PSG College of Technology, Coimbatore, India"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronics Engineering, PSG College of Technology, Coimbatore, India","institution_ids":["https://openalex.org/I4210109528"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001311937","display_name":"Saran Kumar A","orcid":"https://orcid.org/0000-0002-9665-322X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Saran Kumar A","raw_affiliation_strings":["Department of Computer Science and Engineering, Bannari Amman Institute of Technology, Sathyamangalam, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Bannari Amman Institute of Technology, Sathyamangalam, India","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041372388","display_name":"J Sathish","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sathish J","raw_affiliation_strings":["Senior Software Engineer, Capgemini, India"],"affiliations":[{"raw_affiliation_string":"Senior Software Engineer, Capgemini, India","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5007823452"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.28,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.64282799,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"15","issue":"3","first_page":"64","last_page":"78"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9941999912261963,"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":0.9941999912261963,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9916999936103821,"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/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9911999702453613,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8934148550033569},{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.7508177757263184},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6436657905578613},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.6067596673965454},{"id":"https://openalex.org/keywords/realization","display_name":"Realization (probability)","score":0.5860844850540161},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.5745357871055603},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5267569422721863},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5177268385887146},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.45706266164779663},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4406391978263855},{"id":"https://openalex.org/keywords/self-organizing-map","display_name":"Self-organizing map","score":0.41121894121170044},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.11837881803512573}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8934148550033569},{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.7508177757263184},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6436657905578613},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6067596673965454},{"id":"https://openalex.org/C2781089630","wikidata":"https://www.wikidata.org/wiki/Q21856745","display_name":"Realization (probability)","level":2,"score":0.5860844850540161},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.5745357871055603},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5267569422721863},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5177268385887146},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.45706266164779663},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4406391978263855},{"id":"https://openalex.org/C111168008","wikidata":"https://www.wikidata.org/wiki/Q1136838","display_name":"Self-organizing map","level":3,"score":0.41121894121170044},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.11837881803512573},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","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},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.4018/ijiit.2019070104","is_oa":false,"landing_page_url":"https://doi.org/10.4018/ijiit.2019070104","pdf_url":null,"source":{"id":"https://openalex.org/S116626079","display_name":"International Journal of Intelligent Information Technologies","issn_l":"1548-3657","issn":["1548-3657","1548-3665"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Intelligent Information Technologies","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:igg:jiit00:v:15:y:2019:i:3:p:64-78","is_oa":false,"landing_page_url":"https://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/IJIIT.2019070104","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.6700000166893005,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W121027324","https://openalex.org/W1480409551","https://openalex.org/W1511368258","https://openalex.org/W1560872915","https://openalex.org/W1580844915","https://openalex.org/W2002875905","https://openalex.org/W2020001422","https://openalex.org/W2020834496","https://openalex.org/W2021365981","https://openalex.org/W2027711578","https://openalex.org/W2060683726","https://openalex.org/W2090070768","https://openalex.org/W4245176872"],"related_works":["https://openalex.org/W2034551444","https://openalex.org/W2023416609","https://openalex.org/W2982550593","https://openalex.org/W1844640764","https://openalex.org/W2051216975","https://openalex.org/W2022544890","https://openalex.org/W2090505479","https://openalex.org/W2394097730","https://openalex.org/W2144077772","https://openalex.org/W2241146626"],"abstract_inverted_index":{"Detection":[0,13],"and":[1,75,83,92,100],"realization":[2],"of":[3,21,29,45,55,77,106,111],"new":[4],"trends":[5,128],"from":[6,129],"corpus":[7,131],"are":[8],"achieved":[9],"through":[10],"Emergent":[11],"Trend":[12],"(ETD)":[14],"methods,":[15],"which":[16],"is":[17,63,81,98,132],"a":[18],"principal":[19],"application":[20],"text":[22],"mining.":[23],"This":[24,58],"article":[25],"discusses":[26],"the":[27,30,43,52,56,78,116,130],"influence":[28],"Particle":[31],"Swarm":[32],"Optimization":[33],"(PSO)":[34],"on":[35,102],"Dynamic":[36],"Adaptive":[37],"Self":[38],"Organizing":[39],"Maps":[40],"(DASOM)":[41],"in":[42,119,134],"design":[44],"an":[46],"efficient":[47],"ETD":[48],"scheme":[49,62,80],"by":[50],"optimizing":[51],"neural":[53],"parameters":[54],"network.":[57],"hybrid":[59,112],"machine":[60],"learning":[61],"designed":[64],"to":[65,125],"accomplish":[66],"maximum":[67],"accuracy":[68],"with":[69,85],"minimum":[70],"computational":[71],"time.":[72],"The":[73,96,109],"efficiency":[74],"scalability":[76],"proposed":[79],"analyzed":[82],"compared":[84],"standard":[86],"algorithms":[87,118],"such":[88],"as":[89],"SOM,":[90],"DASOM":[91,113],"Linear":[93],"Regression":[94],"analysis.":[95],"system":[97],"trained":[99],"tested":[101],"DBLP":[103],"database,":[104],"University":[105],"Trier,":[107],"Germany.":[108],"superiority":[110],"algorithm":[114],"over":[115],"well-known":[117],"handling":[120],"high":[121],"dimensional":[122],"large-scale":[123],"data":[124],"detect":[126],"emergent":[127],"established":[133],"this":[135],"article.":[136]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2021,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
