{"id":"https://openalex.org/W2127683909","doi":"https://doi.org/10.1109/icsmc.2004.1400903","title":"A validity-guided support vector clustering algorithm for identification of optimal cluster configuration","display_name":"A validity-guided support vector clustering algorithm for identification of optimal cluster configuration","publication_year":2005,"publication_date":"2005-04-12","ids":{"openalex":"https://openalex.org/W2127683909","doi":"https://doi.org/10.1109/icsmc.2004.1400903","mag":"2127683909"},"language":"en","primary_location":{"id":"doi:10.1109/icsmc.2004.1400903","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icsmc.2004.1400903","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2004 IEEE International Conference on Systems, Man and Cybernetics (IEEE Cat. No.04CH37583)","raw_type":"proceedings-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/A5028209484","display_name":"Jen-Chieh Chiang","orcid":null},"institutions":[{"id":"https://openalex.org/I91807558","display_name":"National Cheng Kung University","ror":"https://ror.org/01b8kcc49","country_code":"TW","type":"education","lineage":["https://openalex.org/I91807558"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Jen-Chieh Chiang","raw_affiliation_strings":["School of Electrical and Computer Engineering, National Cheng Kung University, Tainan, Taiwan","Sch. of Electr. & Comput Eng., Nat. Cheng Kung Univ., Tainan, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Computer Engineering, National Cheng Kung University, Tainan, Taiwan","institution_ids":["https://openalex.org/I91807558"]},{"raw_affiliation_string":"Sch. of Electr. & Comput Eng., Nat. Cheng Kung Univ., Tainan, Taiwan","institution_ids":["https://openalex.org/I91807558"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016427383","display_name":"Jeen-Shing Wang","orcid":"https://orcid.org/0000-0002-6762-9407"},"institutions":[{"id":"https://openalex.org/I91807558","display_name":"National Cheng Kung University","ror":"https://ror.org/01b8kcc49","country_code":"TW","type":"education","lineage":["https://openalex.org/I91807558"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Jeen-Shing Wang","raw_affiliation_strings":["School of Electrical and Computer Engineering, National Cheng Kung University, Tainan, Taiwan","Sch. of Electr. & Comput Eng., Nat. Cheng Kung Univ., Tainan, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Computer Engineering, National Cheng Kung University, Tainan, Taiwan","institution_ids":["https://openalex.org/I91807558"]},{"raw_affiliation_string":"Sch. of Electr. & Comput Eng., Nat. Cheng Kung Univ., Tainan, Taiwan","institution_ids":["https://openalex.org/I91807558"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.7566,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.91312773,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"2","issue":null,"first_page":"3613","last_page":"3618"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.9995999932289124,"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/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.9995999932289124,"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":0.9947999715805054,"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/T11901","display_name":"Bayesian Methods and Mixture Models","score":0.9908999800682068,"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/cluster-analysis","display_name":"Cluster analysis","score":0.8290901184082031},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.6482102274894714},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6122496724128723},{"id":"https://openalex.org/keywords/a-priori-and-a-posteriori","display_name":"A priori and a posteriori","score":0.5841907858848572},{"id":"https://openalex.org/keywords/cluster","display_name":"Cluster (spacecraft)","score":0.5143400430679321},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.4941697418689728},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4681919515132904},{"id":"https://openalex.org/keywords/measure","display_name":"Measure (data warehouse)","score":0.4661629796028137},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.441209077835083},{"id":"https://openalex.org/keywords/compact-space","display_name":"Compact space","score":0.43275362253189087},{"id":"https://openalex.org/keywords/correlation-clustering","display_name":"Correlation clustering","score":0.4297093152999878},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.42911699414253235},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.29087167978286743},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2756136655807495}],"concepts":[{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.8290901184082031},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.6482102274894714},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6122496724128723},{"id":"https://openalex.org/C75553542","wikidata":"https://www.wikidata.org/wiki/Q178161","display_name":"A priori and a posteriori","level":2,"score":0.5841907858848572},{"id":"https://openalex.org/C164866538","wikidata":"https://www.wikidata.org/wiki/Q367351","display_name":"Cluster (spacecraft)","level":2,"score":0.5143400430679321},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.4941697418689728},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4681919515132904},{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.4661629796028137},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.441209077835083},{"id":"https://openalex.org/C18648836","wikidata":"https://www.wikidata.org/wiki/Q381892","display_name":"Compact space","level":2,"score":0.43275362253189087},{"id":"https://openalex.org/C94641424","wikidata":"https://www.wikidata.org/wiki/Q5172845","display_name":"Correlation clustering","level":3,"score":0.4297093152999878},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.42911699414253235},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.29087167978286743},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2756136655807495},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","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},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icsmc.2004.1400903","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icsmc.2004.1400903","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2004 IEEE International Conference on Systems, Man and Cybernetics (IEEE Cat. No.04CH37583)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W1943383135","https://openalex.org/W1990368529","https://openalex.org/W1996747841","https://openalex.org/W2029906715","https://openalex.org/W2051224630","https://openalex.org/W2054232099","https://openalex.org/W2089588944","https://openalex.org/W2134489982","https://openalex.org/W2144099144","https://openalex.org/W2151398376"],"related_works":["https://openalex.org/W2121543990","https://openalex.org/W2402800040","https://openalex.org/W4252969132","https://openalex.org/W2000020320","https://openalex.org/W2805799113","https://openalex.org/W1981078319","https://openalex.org/W4387315838","https://openalex.org/W2077709279","https://openalex.org/W2055388154","https://openalex.org/W4287199035"],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"a":[3,20,31,39,45,50,64],"validity-guided":[4,104],"support":[5],"vector":[6],"clustering":[7,23,36],"(SVC)":[8],"algorithm":[9,76],"for":[10],"identifying":[11,80],"an":[12],"optimal":[13,82],"cluster":[14,54,83,90],"configuration.":[15],"Since":[16],"the":[17,25,35,68,74,81,99,102],"SVC":[18,75,105],"is":[19,77],"kernel":[21,28,69],"based":[22,48],"approach,":[24],"parameter":[26,66],"of":[27,42,52,67,79,101],"functions":[29],"plays":[30],"crucial":[32],"role":[33],"in":[34],"result.":[37],"Without":[38],"priori":[40],"knowledge":[41],"data":[43],"sets,":[44],"validity":[46],"measure,":[47],"on":[49],"ratio":[51],"overall":[53],"compactness":[55],"to":[56,61,97],"separation,":[57],"has":[58],"been":[59,95],"developed":[60],"automatically":[62],"determine":[63],"suitable":[65],"functions.":[70],"Using":[71],"this":[72],"parameter,":[73],"capable":[78],"number":[84],"with":[85],"compact":[86],"and":[87],"smooth":[88],"arbitrary-shaped":[89],"boundaries.":[91],"Computer":[92],"simulations":[93],"have":[94],"conducted":[96],"demonstrate":[98],"effectiveness":[100],"proposed":[103],"algorithm.":[106]},"counts_by_year":[{"year":2021,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
