{"id":"https://openalex.org/W657371042","doi":"https://doi.org/10.4018/ijirr.2014070103","title":"Text Clustering using Distances Combination by Social Bees","display_name":"Text Clustering using Distances Combination by Social Bees","publication_year":2014,"publication_date":"2014-07-01","ids":{"openalex":"https://openalex.org/W657371042","doi":"https://doi.org/10.4018/ijirr.2014070103","mag":"657371042"},"language":"en","primary_location":{"id":"doi:10.4018/ijirr.2014070103","is_oa":false,"landing_page_url":"https://doi.org/10.4018/ijirr.2014070103","pdf_url":null,"source":{"id":"https://openalex.org/S4210223861","display_name":"International Journal of Information Retrieval Research","issn_l":"2155-6377","issn":["2155-6377","2155-6385"],"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 Information Retrieval Research","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/A5074447861","display_name":"Hadj Ahmed Bouarara","orcid":"https://orcid.org/0000-0002-4973-4385"},"institutions":[{"id":"https://openalex.org/I4210148060","display_name":"Universit\u00e9 de Saida Dr.Moulay Tahar","ror":"https://ror.org/03mwqca46","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210148060"]}],"countries":["DZ"],"is_corresponding":true,"raw_author_name":"Hadj Ahmed Bouarara","raw_affiliation_strings":["GeCode Laboratory, Tahar Moulay University of Saida Algeria, Saida, Algeria","GeCode Laboratory, Tahar Moulay University of Saida Algeria, Saida, Algeria#TAB#"],"raw_orcid":"https://orcid.org/0000-0002-4973-4385","affiliations":[{"raw_affiliation_string":"GeCode Laboratory, Tahar Moulay University of Saida Algeria, Saida, Algeria","institution_ids":["https://openalex.org/I4210148060"]},{"raw_affiliation_string":"GeCode Laboratory, Tahar Moulay University of Saida Algeria, Saida, Algeria#TAB#","institution_ids":["https://openalex.org/I4210148060"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057570891","display_name":"Reda Mohamed Hamou","orcid":"https://orcid.org/0000-0002-0388-1275"},"institutions":[{"id":"https://openalex.org/I4210148060","display_name":"Universit\u00e9 de Saida Dr.Moulay Tahar","ror":"https://ror.org/03mwqca46","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210148060"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Reda Mohamed Hamou","raw_affiliation_strings":["Department of Computer Science, Tahar Moulay University of Saida, Algeria, Saida, Algeria","Department of Computer Science, Tahar Moulay University of Saida, Algeria, Saida, Algeria#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Tahar Moulay University of Saida, Algeria, Saida, Algeria","institution_ids":["https://openalex.org/I4210148060"]},{"raw_affiliation_string":"Department of Computer Science, Tahar Moulay University of Saida, Algeria, Saida, Algeria#TAB#","institution_ids":["https://openalex.org/I4210148060"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088665937","display_name":"Abdelmalek Amine","orcid":"https://orcid.org/0000-0001-9327-7903"},"institutions":[{"id":"https://openalex.org/I4210148060","display_name":"Universit\u00e9 de Saida Dr.Moulay Tahar","ror":"https://ror.org/03mwqca46","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210148060"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Abdelmalek Amine","raw_affiliation_strings":["Tahar Moulay University of Saida Algeria, Saida, Algeria","Tahar Moulay University of Saida Algeria, Saida, Algeria#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tahar Moulay University of Saida Algeria, Saida, Algeria","institution_ids":["https://openalex.org/I4210148060"]},{"raw_affiliation_string":"Tahar Moulay University of Saida Algeria, Saida, Algeria#TAB#","institution_ids":["https://openalex.org/I4210148060"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5074447861"],"corresponding_institution_ids":["https://openalex.org/I4210148060"],"apc_list":null,"apc_paid":null,"fwci":7.3404,"has_fulltext":false,"cited_by_count":37,"citation_normalized_percentile":{"value":0.97401093,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"4","issue":"3","first_page":"34","last_page":"53"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12162","display_name":"Cellular Automata and Applications","score":0.9682999849319458,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T12162","display_name":"Cellular Automata and Applications","score":0.9682999849319458,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/cluster-analysis","display_name":"Cluster analysis","score":0.7079687118530273},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6560841798782349},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.502079963684082},{"id":"https://openalex.org/keywords/web-crawler","display_name":"Web crawler","score":0.5018458366394043},{"id":"https://openalex.org/keywords/weighting","display_name":"Weighting","score":0.4446676969528198},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.44158387184143066},{"id":"https://openalex.org/keywords/centroid","display_name":"Centroid","score":0.42922258377075195},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4126487374305725},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.17635801434516907}],"concepts":[{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7079687118530273},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6560841798782349},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.502079963684082},{"id":"https://openalex.org/C13743948","wikidata":"https://www.wikidata.org/wiki/Q45842","display_name":"Web crawler","level":2,"score":0.5018458366394043},{"id":"https://openalex.org/C183115368","wikidata":"https://www.wikidata.org/wiki/Q856577","display_name":"Weighting","level":2,"score":0.4446676969528198},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.44158387184143066},{"id":"https://openalex.org/C146599234","wikidata":"https://www.wikidata.org/wiki/Q511093","display_name":"Centroid","level":2,"score":0.42922258377075195},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4126487374305725},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.17635801434516907},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.4018/ijirr.2014070103","is_oa":false,"landing_page_url":"https://doi.org/10.4018/ijirr.2014070103","pdf_url":null,"source":{"id":"https://openalex.org/S4210223861","display_name":"International Journal of Information Retrieval Research","issn_l":"2155-6377","issn":["2155-6377","2155-6385"],"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 Information Retrieval Research","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:igg:jirr00:v:4:y:2014:i:3:p:34-53","is_oa":false,"landing_page_url":"http://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/IJIRR.2014070103","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/8","display_name":"Decent work and economic growth","score":0.4399999976158142}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W110496375","https://openalex.org/W1585653628","https://openalex.org/W1983425326","https://openalex.org/W2028944928","https://openalex.org/W2038155865","https://openalex.org/W2042420267","https://openalex.org/W2084393190","https://openalex.org/W2127218421","https://openalex.org/W2162289842","https://openalex.org/W2170654002","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W3005260231","https://openalex.org/W2904469652","https://openalex.org/W4362647146","https://openalex.org/W2383572231","https://openalex.org/W2042034567","https://openalex.org/W3179424333","https://openalex.org/W2782340266","https://openalex.org/W4230722125","https://openalex.org/W2180954594","https://openalex.org/W2149158941"],"abstract_inverted_index":{"Recently,":[0],"the":[1,7,11,31,38,57,63,77,118,122,125,130,134,163,168,173,198,201,205,239,259,264,268,273,282,286,295,298,301],"researchers":[2],"proved":[3],"that":[4,263],"90%":[5],"of":[6,37,47,51,59,79,83,101,108,112,124,136,150,167,175,212,223,241,281,288,294,303],"information":[8],"existed":[9,244],"on":[10],"web,":[12],"were":[13],"presented":[14],"in":[15,30,45,71,76,245],"unstructured":[16],"format":[17],"(text":[18],"free).":[19],"The":[20,81,232],"automatic":[21],"text":[22,98,269],"classification":[23],"(clustering),":[24],"has":[25,66],"become":[26],"a":[27,68,87,155,187,210,221,278,289],"crucial":[28],"challenge":[29],"computer":[32],"science":[33],"community,":[34],"where":[35,147,177],"Most":[36],"classical":[39],"techniques,":[40],"have":[41,132,234],"known":[42,67],"different":[43,106,158,192],"problems":[44],"terms":[46],"time":[48,216],"execution,":[49],"multiplicity":[50],"data":[52],"(marketing,":[53],"biology,":[54],"economics),":[55],"and":[56,74,114,117,145,186,209,218,229,254,291,297,305],"initialization":[58],"cluster":[60,169],"number.":[61],"Nowadays,":[62],"bio-inspired":[64],"paradigm,":[65],"genuine":[69],"success":[70],"several":[72],"sectors":[73],"particularly":[75],"world":[78],"data-mining.":[80],"content":[82],"our":[84],"work,":[85],"is":[86,152,180],"novel":[88],"approach":[89,265],"called":[90],"distances":[91],"combination":[92,228],"by":[93,154,182,285],"social":[94,137],"bees":[95,138],"(DC-SB)":[96],"for":[97,121],"clustering,":[99],"composed":[100],"four":[102],"steps:":[103],"Pre-processing":[104],"using":[105,139,172,300],"methods":[107,243],"texts":[109,230],"representation":[110],"(bag":[111],"words":[113],"n-gram":[115],"characters)":[116],"weighting":[119],"TF-IDF,":[120],"construction":[123],"vectors;":[126],"Bees'":[127],"artificial":[128,141,164,184],"life,":[129],"authors":[131,233],"imitated":[133],"functioning":[135],"three":[140,191],"worker":[142],"bees(cleaner,":[143],"guardian":[144],"forager)":[146],"each":[148,178],"one":[149],"them":[151],"characterized":[153],"distance":[156,226],"measure":[157],"to":[159,194,197],"others":[160],"generated":[161],"from":[162],"queen":[165],"(centroid)":[166],"(hive);":[170],"Clustering":[171],"concept":[174],"filtering":[176],"filter":[179],"controlled":[181],"an":[183],"worker,":[185],"document":[188],"must":[189],"pass":[190],"obstacles":[193],"be":[195],"added":[196],"cluster.":[199],"For":[200],"experiments":[202],"they":[203],"use":[204],"benchmark":[206],"Reuters":[207],"21578":[208],"variety":[211],"validation":[213],"tools":[214],"(execution":[215],"f-measure":[217],"entropy)":[219],"with":[220,238],"variation":[222],"parameters":[224],"(threshold,":[225],"measures":[227],"representation).":[231],"compared":[235],"their":[236],"results":[237,283],"performances":[240],"other":[242],"literature":[246],"(Cellular":[247],"Automata":[248],"2D,":[249],"Artificial":[250,255],"Immune":[251],"System":[252],"(AIS)":[253],"Social":[256],"Spiders":[257],"(ASS)),":[258],"conclusion":[260],"obtained":[261,284],"prove":[262],"can":[266],"solve":[267],"clustering":[270],"problem;":[271],"finally,":[272],"visualization":[274],"step,":[275],"which":[276],"provides":[277],"3D":[279],"navigation":[280],"mean":[287],"global":[290],"detailed":[292],"view":[293],"hive":[296],"apiary,":[299],"functionality":[302],"zooming":[304],"rotation.":[306]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":10},{"year":2017,"cited_by_count":4},{"year":2016,"cited_by_count":8},{"year":2015,"cited_by_count":8}],"updated_date":"2026-05-21T09:19:25.381259","created_date":"2025-10-10T00:00:00"}