{"id":"https://openalex.org/W2141247603","doi":"https://doi.org/10.1142/s1469026808002351","title":"A PROBABILISTIC SELF-ORGANIZING MAP FOR BINARY DATA TOPOGRAPHIC CLUSTERING","display_name":"A PROBABILISTIC SELF-ORGANIZING MAP FOR BINARY DATA TOPOGRAPHIC CLUSTERING","publication_year":2008,"publication_date":"2008-12-01","ids":{"openalex":"https://openalex.org/W2141247603","doi":"https://doi.org/10.1142/s1469026808002351","mag":"2141247603"},"language":"en","primary_location":{"id":"doi:10.1142/s1469026808002351","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s1469026808002351","pdf_url":null,"source":{"id":"https://openalex.org/S206936884","display_name":"International Journal of Computational Intelligence and Applications","issn_l":"1469-0268","issn":["1469-0268","1757-5885"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311754","host_organization_name":"Imperial College Press","host_organization_lineage":["https://openalex.org/P4310311754"],"host_organization_lineage_names":["Imperial College Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Intelligence and Applications","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/A5023422312","display_name":"Mustapha Lebbah","orcid":"https://orcid.org/0000-0001-7245-6371"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210091279","display_name":"Universit\u00e9 Sorbonne Paris Nord","ror":"https://ror.org/0199hds37","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210091279"]},{"id":"https://openalex.org/I4210156583","display_name":"Laboratoire d'Informatique de Paris-Nord","ror":"https://ror.org/05g1zjw44","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I4210091279","https://openalex.org/I4210156583","https://openalex.org/I4210159245"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"MUSTAPHA LEBBAH","raw_affiliation_strings":["LIPN-UMR 7030 Universit\u00e9 Paris 13\u2013CNRS, 93430 Villetaneuse, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LIPN-UMR 7030 Universit\u00e9 Paris 13\u2013CNRS, 93430 Villetaneuse, France","institution_ids":["https://openalex.org/I4210156583","https://openalex.org/I1294671590","https://openalex.org/I4210091279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019338743","display_name":"Youn\u00e8s Bennani","orcid":"https://orcid.org/0000-0003-3667-3357"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210091279","display_name":"Universit\u00e9 Sorbonne Paris Nord","ror":"https://ror.org/0199hds37","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210091279"]},{"id":"https://openalex.org/I4210156583","display_name":"Laboratoire d'Informatique de Paris-Nord","ror":"https://ror.org/05g1zjw44","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I4210091279","https://openalex.org/I4210156583","https://openalex.org/I4210159245"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"YOUN\u00c8S BENNANI","raw_affiliation_strings":["LIPN-UMR 7030 Universit\u00e9 Paris 13\u2013CNRS, 93430 Villetaneuse, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LIPN-UMR 7030 Universit\u00e9 Paris 13\u2013CNRS, 93430 Villetaneuse, France","institution_ids":["https://openalex.org/I4210156583","https://openalex.org/I1294671590","https://openalex.org/I4210091279"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046439373","display_name":"Nicoleta Rogovschi","orcid":null},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210091279","display_name":"Universit\u00e9 Sorbonne Paris Nord","ror":"https://ror.org/0199hds37","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210091279"]},{"id":"https://openalex.org/I4210156583","display_name":"Laboratoire d'Informatique de Paris-Nord","ror":"https://ror.org/05g1zjw44","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I4210091279","https://openalex.org/I4210156583","https://openalex.org/I4210159245"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"NICOLETA ROGOVSCHI","raw_affiliation_strings":["LIPN-UMR 7030 Universit\u00e9 Paris 13\u2013CNRS, 93430 Villetaneuse, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LIPN-UMR 7030 Universit\u00e9 Paris 13\u2013CNRS, 93430 Villetaneuse, France","institution_ids":["https://openalex.org/I4210156583","https://openalex.org/I1294671590","https://openalex.org/I4210091279"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5023422312"],"corresponding_institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210091279","https://openalex.org/I4210156583"],"apc_list":null,"apc_paid":null,"fwci":3.549,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.93445998,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"07","issue":"04","first_page":"363","last_page":"383"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9846000075340271,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9846000075340271,"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/T10320","display_name":"Neural Networks and Applications","score":0.9843999743461609,"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/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.982200026512146,"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/computer-science","display_name":"Computer science","score":0.7993614077568054},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.6765084266662598},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.6277869939804077},{"id":"https://openalex.org/keywords/bernoulli-distribution","display_name":"Bernoulli distribution","score":0.6008099317550659},{"id":"https://openalex.org/keywords/binary-data","display_name":"Binary data","score":0.5873297452926636},{"id":"https://openalex.org/keywords/binary-number","display_name":"Binary number","score":0.5413423180580139},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5408123135566711},{"id":"https://openalex.org/keywords/self-organizing-map","display_name":"Self-organizing map","score":0.49122804403305054},{"id":"https://openalex.org/keywords/categorical-variable","display_name":"Categorical variable","score":0.4841626286506653},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39528509974479675},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.36633002758026123},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.1801852583885193},{"id":"https://openalex.org/keywords/random-variable","display_name":"Random variable","score":0.15670746564865112},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1424824595451355}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7993614077568054},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6765084266662598},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.6277869939804077},{"id":"https://openalex.org/C27956954","wikidata":"https://www.wikidata.org/wiki/Q391371","display_name":"Bernoulli distribution","level":3,"score":0.6008099317550659},{"id":"https://openalex.org/C2779190172","wikidata":"https://www.wikidata.org/wiki/Q4913888","display_name":"Binary data","level":3,"score":0.5873297452926636},{"id":"https://openalex.org/C48372109","wikidata":"https://www.wikidata.org/wiki/Q3913","display_name":"Binary number","level":2,"score":0.5413423180580139},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5408123135566711},{"id":"https://openalex.org/C111168008","wikidata":"https://www.wikidata.org/wiki/Q1136838","display_name":"Self-organizing map","level":3,"score":0.49122804403305054},{"id":"https://openalex.org/C5274069","wikidata":"https://www.wikidata.org/wiki/Q2285707","display_name":"Categorical variable","level":2,"score":0.4841626286506653},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39528509974479675},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.36633002758026123},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.1801852583885193},{"id":"https://openalex.org/C122123141","wikidata":"https://www.wikidata.org/wiki/Q176623","display_name":"Random variable","level":2,"score":0.15670746564865112},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1424824595451355},{"id":"https://openalex.org/C94375191","wikidata":"https://www.wikidata.org/wiki/Q11205","display_name":"Arithmetic","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s1469026808002351","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s1469026808002351","pdf_url":null,"source":{"id":"https://openalex.org/S206936884","display_name":"International Journal of Computational Intelligence and Applications","issn_l":"1469-0268","issn":["1469-0268","1757-5885"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311754","host_organization_name":"Imperial College Press","host_organization_lineage":["https://openalex.org/P4310311754"],"host_organization_lineage_names":["Imperial College Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Intelligence and Applications","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":23,"referenced_works":["https://openalex.org/W1966215428","https://openalex.org/W1966671935","https://openalex.org/W1975124385","https://openalex.org/W1979164582","https://openalex.org/W2007299667","https://openalex.org/W2042912927","https://openalex.org/W2043317715","https://openalex.org/W2055247046","https://openalex.org/W2059279601","https://openalex.org/W2063036182","https://openalex.org/W2064588232","https://openalex.org/W2068667717","https://openalex.org/W2101215273","https://openalex.org/W2107636931","https://openalex.org/W2117853077","https://openalex.org/W2129061213","https://openalex.org/W2134731454","https://openalex.org/W2146837144","https://openalex.org/W2155298439","https://openalex.org/W2167118705","https://openalex.org/W2319660501","https://openalex.org/W4205616302","https://openalex.org/W4245176872"],"related_works":["https://openalex.org/W2034551444","https://openalex.org/W2028211458","https://openalex.org/W2972806945","https://openalex.org/W1540822325","https://openalex.org/W127555322","https://openalex.org/W3043237809","https://openalex.org/W4255933971","https://openalex.org/W2605086803","https://openalex.org/W2042036632","https://openalex.org/W2138451007"],"abstract_inverted_index":{"This":[0],"paper":[1],"introduces":[2],"a":[3,25,38,46,99,107],"probabilistic":[4,26],"self-organizing":[5,73],"map":[6],"for":[7],"topographic":[8],"clustering,":[9],"analysis":[10],"and":[11,59,114],"visualization":[12],"of":[13,62,81,90,110],"multivariate":[14],"binary":[15,21,30,51],"data":[16,19,31,57,95,101],"or":[17],"categorical":[18],"using":[20],"coding.":[22],"We":[23,86],"propose":[24,77],"formalism":[27],"dedicated":[28],"to":[29],"in":[32,55],"which":[33],"cells":[34],"are":[35],"represented":[36],"by":[37,45],"Bernoulli":[39,71],"distribution.":[40],"Each":[41],"cell":[42],"is":[43,78],"characterized":[44],"prototype":[47],"with":[48,93],"the":[49,56,60,82,88,111],"same":[50],"coding":[52],"as":[53],"used":[54],"space":[58],"probability":[61],"being":[63],"different":[64],"from":[65,98],"this":[66,91],"prototype.":[67],"The":[68,104],"learning":[69],"algorithm,":[70],"on":[72],"map,":[74],"that":[75],"we":[76],"an":[79],"application":[80],"EM":[83],"standard":[84],"algorithm.":[85],"illustrate":[87],"power":[89],"method":[92],"six":[94],"sets":[96],"taken":[97],"public":[100],"set":[102],"repository.":[103],"results":[105],"show":[106],"good":[108],"quality":[109],"topological":[112],"ordering":[113],"homogenous":[115],"clustering.":[116]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":2},{"year":2015,"cited_by_count":1},{"year":2012,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}