{"id":"https://openalex.org/W2112878397","doi":"https://doi.org/10.1142/s0218488514500482","title":"Relational Fuzzy Self-Organizing Maps for Cluster Visualization and Summarization","display_name":"Relational Fuzzy Self-Organizing Maps for Cluster Visualization and Summarization","publication_year":2014,"publication_date":"2014-12-01","ids":{"openalex":"https://openalex.org/W2112878397","doi":"https://doi.org/10.1142/s0218488514500482","mag":"2112878397"},"language":"en","primary_location":{"id":"doi:10.1142/s0218488514500482","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218488514500482","pdf_url":null,"source":{"id":"https://openalex.org/S69518169","display_name":"International Journal of Uncertainty Fuzziness and Knowledge-Based Systems","issn_l":"0218-4885","issn":["0218-4885","1793-6411"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems","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/A5031419933","display_name":"Mohammed Khalilia","orcid":null},"institutions":[{"id":"https://openalex.org/I76835614","display_name":"University of Missouri","ror":"https://ror.org/02ymw8z06","country_code":"US","type":"education","lineage":["https://openalex.org/I76835614"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mohammed A. Khalilia","raw_affiliation_strings":["Computer Science Department, University of Missouri, Columbia, MO 65211, USA","Computer Science Department, University of Missouri, Columbia, MO, 65211, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, University of Missouri, Columbia, MO 65211, USA","institution_ids":["https://openalex.org/I76835614"]},{"raw_affiliation_string":"Computer Science Department, University of Missouri, Columbia, MO, 65211, USA","institution_ids":["https://openalex.org/I76835614"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060329217","display_name":"Mihail Popescu","orcid":"https://orcid.org/0000-0002-6145-8096"},"institutions":[{"id":"https://openalex.org/I2800649613","display_name":"University of Missouri Health System","ror":"https://ror.org/03yp8z857","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2800649613"]},{"id":"https://openalex.org/I76835614","display_name":"University of Missouri","ror":"https://ror.org/02ymw8z06","country_code":"US","type":"education","lineage":["https://openalex.org/I76835614"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mihail Popescu","raw_affiliation_strings":["Health Management and Informatics Department, University of Missouri, Columbia, MO 65212, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Health Management and Informatics Department, University of Missouri, Columbia, MO 65212, USA","institution_ids":["https://openalex.org/I2800649613","https://openalex.org/I76835614"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4142,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.7563091,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"22","issue":"06","first_page":"913","last_page":"940"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9990000128746033,"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/T10320","display_name":"Neural Networks and Applications","score":0.9990000128746033,"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/T10057","display_name":"Face and Expression Recognition","score":0.9890999794006348,"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/T10885","display_name":"Gene expression and cancer classification","score":0.9739999771118164,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/automatic-summarization","display_name":"Automatic summarization","score":0.6564505100250244},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6515046954154968},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.5710121989250183},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.5052793622016907},{"id":"https://openalex.org/keywords/self-organizing-map","display_name":"Self-organizing map","score":0.49291253089904785},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4906143248081207},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4501884877681732},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.4491333067417145},{"id":"https://openalex.org/keywords/relational-database","display_name":"Relational database","score":0.41469651460647583},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.35558021068573},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2593928575515747},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.24178281426429749}],"concepts":[{"id":"https://openalex.org/C170858558","wikidata":"https://www.wikidata.org/wiki/Q1394144","display_name":"Automatic summarization","level":2,"score":0.6564505100250244},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6515046954154968},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5710121989250183},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.5052793622016907},{"id":"https://openalex.org/C111168008","wikidata":"https://www.wikidata.org/wiki/Q1136838","display_name":"Self-organizing map","level":3,"score":0.49291253089904785},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4906143248081207},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4501884877681732},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.4491333067417145},{"id":"https://openalex.org/C5655090","wikidata":"https://www.wikidata.org/wiki/Q192588","display_name":"Relational database","level":2,"score":0.41469651460647583},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.35558021068573},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2593928575515747},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.24178281426429749},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s0218488514500482","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218488514500482","pdf_url":null,"source":{"id":"https://openalex.org/S69518169","display_name":"International Journal of Uncertainty Fuzziness and Knowledge-Based Systems","issn_l":"0218-4885","issn":["0218-4885","1793-6411"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems","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":18,"referenced_works":["https://openalex.org/W1963972548","https://openalex.org/W1995579838","https://openalex.org/W2001141328","https://openalex.org/W2002797931","https://openalex.org/W2006628538","https://openalex.org/W2009077846","https://openalex.org/W2025818287","https://openalex.org/W2053186076","https://openalex.org/W2055247046","https://openalex.org/W2058063871","https://openalex.org/W2068382875","https://openalex.org/W2089468765","https://openalex.org/W2090582154","https://openalex.org/W2097308346","https://openalex.org/W2100364461","https://openalex.org/W2110802877","https://openalex.org/W2146532890","https://openalex.org/W2146837144"],"related_works":["https://openalex.org/W2366403280","https://openalex.org/W1495108544","https://openalex.org/W3148229873","https://openalex.org/W2150160875","https://openalex.org/W4242223894","https://openalex.org/W2091301346","https://openalex.org/W1517524280","https://openalex.org/W4389760904","https://openalex.org/W4306886878","https://openalex.org/W4323520239"],"abstract_inverted_index":{"The":[0,33,79],"notion":[1],"of":[2,27,38,81,97,119,145,159,161],"Best-Matching":[3],"Unit":[4],"(BMU)":[5],"in":[6,108],"the":[7,39,44,76,92,95,104,116,140],"proposed":[8,45],"Fuzzy":[9,120],"Relational":[10],"Self-Organizing":[11],"(FRSOM)":[12],"algorithm":[13],"is":[14,35,89,101,115],"replaced":[15],"by":[16,91,103,125],"a":[17,24,49,54,86,155],"membership":[18],"function":[19],"where":[20],"every":[21],"neuron":[22],"has":[23],"certain":[25],"degree":[26],"matching":[28],"to":[29],"an":[30,36],"input":[31],"object.":[32],"FRSOM":[34,46,60,114,132,146],"extension":[37],"relational":[40,117,150],"self-organizing":[41],"map.":[42],"In":[43],"we":[47,111,137],"incorporate":[48],"monotonically":[50,55],"increasing":[51],"fuzzifier":[52,93],"and":[53,72,94,131,142,154],"decreasing":[56],"neighborhood":[57,105],"kernel.":[58,106],"Initially,":[59],"assigns":[61],"winning":[62],"neurons.":[63],"However,":[64],"as":[65],"time":[66,88],"progresses":[67],"adjacent":[68],"neurons":[69,98],"begin":[70],"communicating":[71],"sharing":[73,99],"information":[74,82,100],"about":[75],"stimulus":[77],"received.":[78],"amount":[80],"being":[83],"shared":[84],"at":[85],"given":[87],"governed":[90],"number":[96],"controlled":[102],"Additionally,":[107],"this":[109],"paper":[110],"show":[112],"that":[113],"dual":[118],"Batch":[121],"SOM":[122],"(FBSOM)":[123],"followed":[124],"experimental":[126],"results":[127],"comparing":[128],"both":[129],"FBSOM":[130],"on":[133,147],"synthetic":[134],"datasets.":[135],"Then":[136],"will":[138],"demonstrate":[139],"visualization":[141],"summarization":[143],"capabilities":[144],"two":[148],"real":[149],"datasets,":[151],"Gene":[152],"Ontology":[153],"patient":[156],"data":[157],"consisting":[158],"Activity":[160],"Daily":[162],"Living":[163],"score":[164],"trajectories.":[165]},"counts_by_year":[{"year":2017,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
