{"id":"https://openalex.org/W4391305649","doi":"https://doi.org/10.1109/access.2024.3359299","title":"Fuzzy Divergence Weighted Ensemble Clustering With Spectral Learning Based on Random Projections for Big Data","display_name":"Fuzzy Divergence Weighted Ensemble Clustering With Spectral Learning Based on Random Projections for Big Data","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4391305649","doi":"https://doi.org/10.1109/access.2024.3359299"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3359299","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3359299","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10415440.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10415440.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5028857277","display_name":"Ines Lahmar","orcid":"https://orcid.org/0000-0002-5363-8724"},"institutions":[{"id":"https://openalex.org/I68916915","display_name":"University of Gab\u00e8s","ror":"https://ror.org/022efad20","country_code":"TN","type":"education","lineage":["https://openalex.org/I68916915"]}],"countries":["TN"],"is_corresponding":true,"raw_author_name":"Ines Lahmar","raw_affiliation_strings":["MACS Laboratory, University of Gabes, Gabes, Tunisia"],"affiliations":[{"raw_affiliation_string":"MACS Laboratory, University of Gabes, Gabes, Tunisia","institution_ids":["https://openalex.org/I68916915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109909770","display_name":"Aida Zaier","orcid":null},"institutions":[{"id":"https://openalex.org/I179097149","display_name":"University of Carthage","ror":"https://ror.org/057x6za15","country_code":"TN","type":"education","lineage":["https://openalex.org/I179097149"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Aida Zaier","raw_affiliation_strings":["Innov’Com Laboratory, University of Carthage Tunis, Tunis, Tunisia"],"affiliations":[{"raw_affiliation_string":"Innov’Com Laboratory, University of Carthage Tunis, Tunis, Tunisia","institution_ids":["https://openalex.org/I179097149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061486977","display_name":"Mohamed Yahia","orcid":"https://orcid.org/0000-0001-9467-9373"},"institutions":[{"id":"https://openalex.org/I63596082","display_name":"Tunis El Manar University","ror":"https://ror.org/029cgt552","country_code":"TN","type":"education","lineage":["https://openalex.org/I63596082"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Mohamed Yahia","raw_affiliation_strings":["SYSCOM Laboratory, ENIT, Université Tunis El Manar, Tunis, Tunisia"],"affiliations":[{"raw_affiliation_string":"SYSCOM Laboratory, ENIT, Université Tunis El Manar, Tunis, Tunisia","institution_ids":["https://openalex.org/I63596082"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015660461","display_name":"Tarig Ali","orcid":"https://orcid.org/0000-0001-5884-7464"},"institutions":[{"id":"https://openalex.org/I199440890","display_name":"American University of Sharjah","ror":"https://ror.org/001g2fj96","country_code":"AE","type":"education","lineage":["https://openalex.org/I199440890"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Tarig Ali","raw_affiliation_strings":["GIS and Mapping Laboratory, American University of Sharjah, Sharjah, United Arab Emirates"],"affiliations":[{"raw_affiliation_string":"GIS and Mapping Laboratory, American University of Sharjah, Sharjah, United Arab Emirates","institution_ids":["https://openalex.org/I199440890"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025587724","display_name":"Ridha Boaullegue","orcid":null},"institutions":[{"id":"https://openalex.org/I179097149","display_name":"University of Carthage","ror":"https://ror.org/057x6za15","country_code":"TN","type":"education","lineage":["https://openalex.org/I179097149"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Ridha Boaullegue","raw_affiliation_strings":["Innov’Com Laboratory, University of Carthage Tunis, Tunis, Tunisia"],"affiliations":[{"raw_affiliation_string":"Innov’Com Laboratory, University of Carthage Tunis, Tunis, Tunisia","institution_ids":["https://openalex.org/I179097149"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5028857277"],"corresponding_institution_ids":["https://openalex.org/I68916915"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.5248,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.60681238,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"12","issue":null,"first_page":"20197","last_page":"20208"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10057","display_name":"Face and Expression Recognition","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.995199978351593,"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/T10689","display_name":"Remote-Sensing Image Classification","score":0.989300012588501,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6826798915863037},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.5997473001480103},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5810906887054443},{"id":"https://openalex.org/keywords/divergence","display_name":"Divergence (linguistics)","score":0.5810022354125977},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.5019867420196533},{"id":"https://openalex.org/keywords/fuzzy-clustering","display_name":"Fuzzy clustering","score":0.49577245116233826},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.46529754996299744},{"id":"https://openalex.org/keywords/spectral-clustering","display_name":"Spectral clustering","score":0.42252418398857117},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.37854838371276855}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6826798915863037},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.5997473001480103},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5810906887054443},{"id":"https://openalex.org/C207390915","wikidata":"https://www.wikidata.org/wiki/Q1230525","display_name":"Divergence (linguistics)","level":2,"score":0.5810022354125977},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.5019867420196533},{"id":"https://openalex.org/C17212007","wikidata":"https://www.wikidata.org/wiki/Q5511111","display_name":"Fuzzy clustering","level":3,"score":0.49577245116233826},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.46529754996299744},{"id":"https://openalex.org/C105611402","wikidata":"https://www.wikidata.org/wiki/Q2976589","display_name":"Spectral clustering","level":3,"score":0.42252418398857117},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.37854838371276855},{"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":2,"locations":[{"id":"doi:10.1109/access.2024.3359299","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3359299","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10415440.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:2df5eb25cc1d46a88154b373969eab26","is_oa":true,"landing_page_url":"https://doaj.org/article/2df5eb25cc1d46a88154b373969eab26","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 12, Pp 20197-20208 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3359299","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3359299","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10415440.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4391305649.pdf","grobid_xml":"https://content.openalex.org/works/W4391305649.grobid-xml"},"referenced_works_count":30,"referenced_works":["https://openalex.org/W191001584","https://openalex.org/W2033419168","https://openalex.org/W2053171205","https://openalex.org/W2100659887","https://openalex.org/W2103560185","https://openalex.org/W2106115875","https://openalex.org/W2112796928","https://openalex.org/W2123921160","https://openalex.org/W2162833336","https://openalex.org/W2604660378","https://openalex.org/W2738582126","https://openalex.org/W2805194070","https://openalex.org/W2952171869","https://openalex.org/W2964343357","https://openalex.org/W2971783895","https://openalex.org/W3017320855","https://openalex.org/W3018027613","https://openalex.org/W3036760080","https://openalex.org/W3132478073","https://openalex.org/W3141949144","https://openalex.org/W3176947484","https://openalex.org/W3214688791","https://openalex.org/W4205712406","https://openalex.org/W4230962939","https://openalex.org/W4285092662","https://openalex.org/W4297892620","https://openalex.org/W4307718095","https://openalex.org/W4377079741","https://openalex.org/W6604645962","https://openalex.org/W6629858893"],"related_works":["https://openalex.org/W1482912984","https://openalex.org/W2945382830","https://openalex.org/W4224807364","https://openalex.org/W2596632494","https://openalex.org/W2535986621","https://openalex.org/W1980197432","https://openalex.org/W2382432689","https://openalex.org/W2000612978","https://openalex.org/W4388110928","https://openalex.org/W1483228865"],"abstract_inverted_index":{"In":[0,53],"many":[1],"real-world":[2],"applications,":[3],"data":[4,49,81,172],"are":[5,96,165],"described":[6],"by":[7],"high-dimensional":[8,48,171],"feature":[9],"spaces,":[10],"posing":[11],"new":[12,59],"challenges":[13],"for":[14],"current":[15],"ensemble":[16,45,62,162],"clustering":[17,30,46,63,152,163],"methods.":[18,182],"The":[19,167],"goal":[20],"is":[21,75,154],"to":[22,28,37,77,107,114,134,180],"combine":[23],"sets":[24],"of":[25,43,93,118,139,176],"base":[26],"clusters":[27],"enhance":[29],"accuracy,":[31],"but":[32],"this":[33,54],"makes":[34],"them":[35],"susceptible":[36],"low":[38],"quality.":[39],"However,":[40],"the":[41,116,136,150,161,174],"reliability":[42],"present":[44],"in":[47],"still":[50],"needs":[51],"improvement.":[52],"context,":[55],"we":[56,122],"propose":[57],"a":[58],"fuzzy":[60,87,91,143],"divergence-weighted":[61],"based":[64],"on":[65,170],"random":[66,72,94],"projection":[67,73],"and":[68,82,130,160],"spectral":[69,132],"learning.":[70],"Firstly,":[71],"(RP)":[74],"used":[76,113],"create":[78,123],"various":[79],"dimensional":[80],"find":[83],"membership":[84,128],"matrices":[85,129,133,138],"via":[86],"c-means":[88],"(FCM).":[89],"Secondly,":[90],"partitions":[92],"projections":[95],"ranked":[97],"using":[98,142],"entropy-based":[99],"local":[100],"weighting":[101],"along":[102],"with":[103],"Kullback-Leibler":[104],"(KL)":[105],"divergence":[106,145],"detect":[108],"any":[109],"uncertainty.":[110],"Then":[111],"it":[112],"evaluate":[115],"weight":[117],"each":[119],"cluster.":[120],"Finally,":[121],"regularized":[124],"graphs":[125,141],"from":[126],"these":[127,140],"use":[131],"estimate":[135],"affinity":[137],"KL":[144],"anchor":[146],"graphs.":[147],"Subsequently,":[148],"obtaining":[149],"final":[151],"results":[153,164,169],"considered":[155],"as":[156],"an":[157],"optimization":[158],"problem,":[159],"obtained.":[166],"experimental":[168],"demonstrate":[173],"efficiency":[175],"our":[177],"method":[178],"compared":[179],"state-of-the-art":[181]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}