{"id":"https://openalex.org/W2394860501","doi":"https://doi.org/10.1515/jaiscr-2015-0031","title":"Feature Selection Using Particle Swarm Optimization in Text Categorization","display_name":"Feature Selection Using Particle Swarm Optimization in Text Categorization","publication_year":2015,"publication_date":"2015-10-01","ids":{"openalex":"https://openalex.org/W2394860501","doi":"https://doi.org/10.1515/jaiscr-2015-0031","mag":"2394860501"},"language":"en","primary_location":{"id":"doi:10.1515/jaiscr-2015-0031","is_oa":true,"landing_page_url":"https://doi.org/10.1515/jaiscr-2015-0031","pdf_url":"https://content.sciendo.com/downloadpdf/journals/jaiscr/5/4/article-p231.pdf","source":{"id":"https://openalex.org/S4210223945","display_name":"Journal of Artificial Intelligence and Soft Computing Research","issn_l":"2083-2567","issn":["2083-2567","2449-6499"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310317241","host_organization_name":"Polish Neural Network Society, the University of Social Sciences in Lodz & Czestochowa University of Technology","host_organization_lineage":["https://openalex.org/P4310317241"],"host_organization_lineage_names":["Polish Neural Network Society, the University of Social Sciences in Lodz & Czestochowa University of Technology"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Artificial Intelligence and Soft Computing Research","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://content.sciendo.com/downloadpdf/journals/jaiscr/5/4/article-p231.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5033598694","display_name":"Mehdi Hosseinzadeh Aghdam","orcid":"https://orcid.org/0000-0002-3922-9991"},"institutions":[{"id":"https://openalex.org/I55547365","display_name":"Payame Noor University","ror":"https://ror.org/031699d98","country_code":"IR","type":"education","lineage":["https://openalex.org/I55547365"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Mehdi Hosseinzadeh Aghdam","raw_affiliation_strings":["Department of Computer Engineering and Information Technology, Payame Noor University (PNU)P.O.BOX 193953697, Tehran, IRAN","Department of Computer Engineering and Information Technology, Payame Noor University (PNU)P.O.BOX 19395-3697, Tehran, IRAN"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering and Information Technology, Payame Noor University (PNU)P.O.BOX 193953697, Tehran, IRAN","institution_ids":["https://openalex.org/I55547365"]},{"raw_affiliation_string":"Department of Computer Engineering and Information Technology, Payame Noor University (PNU)P.O.BOX 19395-3697, Tehran, IRAN","institution_ids":["https://openalex.org/I55547365"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009249283","display_name":"Setareh Heidari","orcid":null},"institutions":[{"id":"https://openalex.org/I67009956","display_name":"Iran University of Science and Technology","ror":"https://ror.org/01jw2p796","country_code":"IR","type":"education","lineage":["https://openalex.org/I67009956"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Setareh Heidari","raw_affiliation_strings":["School of Computer Engineering Iran University of Science and Technology Tehran, IRAN"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Engineering Iran University of Science and Technology Tehran, IRAN","institution_ids":["https://openalex.org/I67009956"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":13.5325,"has_fulltext":true,"cited_by_count":139,"citation_normalized_percentile":{"value":0.9876197,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":100},"biblio":{"volume":"5","issue":"4","first_page":"231","last_page":"238"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11550","display_name":"Text and Document Classification Technologies","score":0.9993000030517578,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9993000030517578,"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/T11644","display_name":"Spam and Phishing Detection","score":0.9936000108718872,"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9884999990463257,"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/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.7845045328140259},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.7776379585266113},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7124133110046387},{"id":"https://openalex.org/keywords/curse-of-dimensionality","display_name":"Curse of dimensionality","score":0.6922782063484192},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.6404175758361816},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6400823593139648},{"id":"https://openalex.org/keywords/text-categorization","display_name":"Text categorization","score":0.57687908411026},{"id":"https://openalex.org/keywords/categorization","display_name":"Categorization","score":0.5753782987594604},{"id":"https://openalex.org/keywords/swarm-behaviour","display_name":"Swarm behaviour","score":0.4992208480834961},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4965055584907532},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.44835054874420166},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4461555778980255},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4333896040916443}],"concepts":[{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.7845045328140259},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.7776379585266113},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7124133110046387},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.6922782063484192},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6404175758361816},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6400823593139648},{"id":"https://openalex.org/C2986744138","wikidata":"https://www.wikidata.org/wiki/Q302088","display_name":"Text categorization","level":3,"score":0.57687908411026},{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.5753782987594604},{"id":"https://openalex.org/C181335050","wikidata":"https://www.wikidata.org/wiki/Q14915018","display_name":"Swarm behaviour","level":2,"score":0.4992208480834961},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4965055584907532},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.44835054874420166},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4461555778980255},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4333896040916443},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1515/jaiscr-2015-0031","is_oa":true,"landing_page_url":"https://doi.org/10.1515/jaiscr-2015-0031","pdf_url":"https://content.sciendo.com/downloadpdf/journals/jaiscr/5/4/article-p231.pdf","source":{"id":"https://openalex.org/S4210223945","display_name":"Journal of Artificial Intelligence and Soft Computing Research","issn_l":"2083-2567","issn":["2083-2567","2449-6499"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310317241","host_organization_name":"Polish Neural Network Society, the University of Social Sciences in Lodz & Czestochowa University of Technology","host_organization_lineage":["https://openalex.org/P4310317241"],"host_organization_lineage_names":["Polish Neural Network Society, the University of Social Sciences in Lodz & Czestochowa University of Technology"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Artificial Intelligence and Soft Computing Research","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1515/jaiscr-2015-0031","is_oa":true,"landing_page_url":"https://doi.org/10.1515/jaiscr-2015-0031","pdf_url":"https://content.sciendo.com/downloadpdf/journals/jaiscr/5/4/article-p231.pdf","source":{"id":"https://openalex.org/S4210223945","display_name":"Journal of Artificial Intelligence and Soft Computing Research","issn_l":"2083-2567","issn":["2083-2567","2449-6499"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310317241","host_organization_name":"Polish Neural Network Society, the University of Social Sciences in Lodz & Czestochowa University of Technology","host_organization_lineage":["https://openalex.org/P4310317241"],"host_organization_lineage_names":["Polish Neural Network Society, the University of Social Sciences in Lodz & Czestochowa University of Technology"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Artificial Intelligence and Soft Computing Research","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2394860501.pdf","grobid_xml":"https://content.openalex.org/works/W2394860501.grobid-xml"},"referenced_works_count":23,"referenced_works":["https://openalex.org/W99763903","https://openalex.org/W1576426930","https://openalex.org/W1590732297","https://openalex.org/W1999635750","https://openalex.org/W2004338242","https://openalex.org/W2017337590","https://openalex.org/W2022637272","https://openalex.org/W2042137729","https://openalex.org/W2062832390","https://openalex.org/W2102831150","https://openalex.org/W2132287116","https://openalex.org/W2135190479","https://openalex.org/W2149551942","https://openalex.org/W2167435760","https://openalex.org/W2341338744","https://openalex.org/W2435251607","https://openalex.org/W2543580944","https://openalex.org/W2959877194","https://openalex.org/W3005198936","https://openalex.org/W4249247926","https://openalex.org/W4297818472","https://openalex.org/W6600088684","https://openalex.org/W6600135713"],"related_works":["https://openalex.org/W2360898036","https://openalex.org/W2390857744","https://openalex.org/W2133651098","https://openalex.org/W2390698788","https://openalex.org/W2078570174","https://openalex.org/W2035261173","https://openalex.org/W2376836843","https://openalex.org/W2125109223","https://openalex.org/W2383063829","https://openalex.org/W2082678934"],"abstract_inverted_index":{"Abstract":[0],"Feature":[1,19],"selection":[2,20,57],"is":[3,21,90,106],"the":[4,36,66,87,103,114,121,124],"main":[5],"step":[6],"in":[7,26,48],"classification":[8],"systems,":[9],"a":[10,14,45,54,97],"procedure":[11],"that":[12],"selects":[13],"subset":[15],"from":[16],"original":[17],"features.":[18],"one":[22],"of":[23,32,38,68,78,86,96,102,110,123],"major":[24],"challenges":[25],"text":[27,39,69],"categorization.":[28,70],"The":[29,84,100],"high":[30],"dimensionality":[31],"feature":[33,56],"space":[34],"increases":[35],"complexity":[37,85],"categorization":[40],"process,":[41],"because":[42],"it":[43],"plays":[44],"key":[46],"role":[47],"this":[49],"process.":[50],"This":[51],"paper":[52],"presents":[53],"novel":[55],"method":[58,89,105],"based":[59],"on":[60,113],"particle":[61],"swarm":[62,72],"optimization":[63,73],"to":[64,94],"improve":[65],"performance":[67,101,109],"Particle":[71],"inspired":[74],"by":[75],"social":[76],"behavior":[77],"fish":[79],"schooling":[80],"or":[81],"bird":[82],"flocking.":[83],"proposed":[88,104,125],"very":[91],"low":[92],"due":[93],"application":[95],"simple":[98],"classifier.":[99],"compared":[107],"with":[108],"other":[111],"methods":[112],"Reuters-21578":[115],"data":[116],"set.":[117],"Experimental":[118],"results":[119],"display":[120],"superiority":[122],"method.":[126]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":23},{"year":2023,"cited_by_count":30},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":15},{"year":2020,"cited_by_count":15},{"year":2019,"cited_by_count":15},{"year":2018,"cited_by_count":5},{"year":2017,"cited_by_count":12},{"year":2016,"cited_by_count":14}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}