{"id":"https://openalex.org/W2605105472","doi":"https://doi.org/10.3233/978-1-61499-484-8-1970","title":"Weighted Radial Basis Function Kernel-Based Support Vector Machines for Multispectral Magnetic Resonance Brain Image Classification","display_name":"Weighted Radial Basis Function Kernel-Based Support Vector Machines for Multispectral Magnetic Resonance Brain Image Classification","publication_year":2015,"publication_date":"2015-01-01","ids":{"openalex":"https://openalex.org/W2605105472","doi":"https://doi.org/10.3233/978-1-61499-484-8-1970","mag":"2605105472"},"language":"en","primary_location":{"id":"doi:10.3233/978-1-61499-484-8-1970","is_oa":false,"landing_page_url":"https://doi.org/10.3233/978-1-61499-484-8-1970","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"type":"book-chapter","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":null,"display_name":"Chen Clayton Chi-Chang","orcid":null},"institutions":[{"id":"https://openalex.org/I882009436","display_name":"Central Taiwan University of Science and Technology","ror":"https://ror.org/03d4d3711","country_code":"TW","type":"education","lineage":["https://openalex.org/I882009436"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chen Clayton Chi-Chang","raw_affiliation_strings":["Central Taiwan University of Science and Technology, Taichung, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Central Taiwan University of Science and Technology, Taichung, Taiwan","institution_ids":["https://openalex.org/I882009436"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101889578","display_name":"Shih-Yu Chen","orcid":"https://orcid.org/0000-0003-3305-514X"},"institutions":[{"id":"https://openalex.org/I79272384","display_name":"University of Maryland, Baltimore County","ror":"https://ror.org/02qskvh78","country_code":"US","type":"education","lineage":["https://openalex.org/I79272384"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chen Shih-Yu","raw_affiliation_strings":["University of Maryland, Baltimore County, Baltimore, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Maryland, Baltimore County, Baltimore, United States","institution_ids":["https://openalex.org/I79272384"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076634427","display_name":"Hsian\u2010Min Chen","orcid":"https://orcid.org/0000-0002-8409-3237"},"institutions":[{"id":"https://openalex.org/I95858998","display_name":"Hungkuang University","ror":"https://ror.org/02f2vsx71","country_code":"TW","type":"education","lineage":["https://openalex.org/I95858998"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chen Hsian-Min","raw_affiliation_strings":["Hungkuang University, Taichung, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hungkuang University, Taichung, Taiwan","institution_ids":["https://openalex.org/I95858998"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044580232","display_name":"Bor-Hung Lin","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lin Bor-Hung","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085257044","display_name":"Yen\u2010Chieh Ouyang","orcid":"https://orcid.org/0000-0002-4221-2787"},"institutions":[{"id":"https://openalex.org/I162838928","display_name":"National Chung Hsing University","ror":"https://ror.org/05vn3ca78","country_code":"TW","type":"education","lineage":["https://openalex.org/I162838928"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Ouyang Yen-Chieh","raw_affiliation_strings":["National Chung Hsing University, Taichung, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Chung Hsing University, Taichung, Taiwan","institution_ids":["https://openalex.org/I162838928"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Chai Jyh-Wen","orcid":null},"institutions":[{"id":"https://openalex.org/I184693016","display_name":"China Medical University","ror":"https://ror.org/00v408z34","country_code":"TW","type":"education","lineage":["https://openalex.org/I184693016"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chai Jyh-Wen","raw_affiliation_strings":["China Medical University, Taichung, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China Medical University, Taichung, Taiwan","institution_ids":["https://openalex.org/I184693016"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101133468","display_name":"Ching\u2010Wen Yang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yang Ching-Wen","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111804027","display_name":"San-Kan Lee","orcid":null},"institutions":[{"id":"https://openalex.org/I91279580","display_name":"Chung Shan Medical University","ror":"https://ror.org/059ryjv25","country_code":"TW","type":"education","lineage":["https://openalex.org/I91279580"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Lee San-Kan","raw_affiliation_strings":["Chung Shan Medical University, Taichung, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chung Shan Medical University, Taichung, Taiwan","institution_ids":["https://openalex.org/I91279580"]}]},{"author_position":"last","author":{"id":null,"display_name":"Chang Chein-I","orcid":null},"institutions":[{"id":"https://openalex.org/I79272384","display_name":"University of Maryland, Baltimore County","ror":"https://ror.org/02qskvh78","country_code":"US","type":"education","lineage":["https://openalex.org/I79272384"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chang Chein-I","raw_affiliation_strings":["University of Maryland, Baltimore County, Baltimore, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Maryland, Baltimore County, Baltimore, United States","institution_ids":["https://openalex.org/I79272384"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.45241038,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9549000263214111,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9549000263214111,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/multispectral-image","display_name":"Multispectral image","score":0.798422634601593},{"id":"https://openalex.org/keywords/radial-basis-function","display_name":"Radial basis function","score":0.6784438490867615},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6456465721130371},{"id":"https://openalex.org/keywords/basis","display_name":"Basis (linear algebra)","score":0.6251829266548157},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.5650838017463684},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.48968151211738586},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4331628978252411},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3949931263923645},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3747520446777344},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.33939558267593384},{"id":"https://openalex.org/keywords/nuclear-magnetic-resonance","display_name":"Nuclear magnetic resonance","score":0.3319317698478699},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2470916211605072},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.14005032181739807},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.08372610807418823},{"id":"https://openalex.org/keywords/pure-mathematics","display_name":"Pure mathematics","score":0.08034282922744751},{"id":"https://openalex.org/keywords/geometry","display_name":"Geometry","score":0.0555938184261322}],"concepts":[{"id":"https://openalex.org/C173163844","wikidata":"https://www.wikidata.org/wiki/Q1761440","display_name":"Multispectral image","level":2,"score":0.798422634601593},{"id":"https://openalex.org/C98856871","wikidata":"https://www.wikidata.org/wiki/Q1588488","display_name":"Radial basis function","level":3,"score":0.6784438490867615},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6456465721130371},{"id":"https://openalex.org/C12426560","wikidata":"https://www.wikidata.org/wiki/Q189569","display_name":"Basis (linear algebra)","level":2,"score":0.6251829266548157},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.5650838017463684},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.48968151211738586},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4331628978252411},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3949931263923645},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3747520446777344},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.33939558267593384},{"id":"https://openalex.org/C46141821","wikidata":"https://www.wikidata.org/wiki/Q209402","display_name":"Nuclear magnetic resonance","level":1,"score":0.3319317698478699},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2470916211605072},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.14005032181739807},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.08372610807418823},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.08034282922744751},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0555938184261322},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/978-1-61499-484-8-1970","is_oa":false,"landing_page_url":"https://doi.org/10.3233/978-1-61499-484-8-1970","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4318664220","https://openalex.org/W2771047279","https://openalex.org/W4388409104","https://openalex.org/W2124951708","https://openalex.org/W1544811710","https://openalex.org/W172072032","https://openalex.org/W2006066416","https://openalex.org/W2374946871","https://openalex.org/W2986217657","https://openalex.org/W1572661297"],"abstract_inverted_index":{"One":[0],"commonly":[1],"used":[2,27,57,140],"kernel":[3],"in":[4,44,58,65,72,114,127],"kernel-based":[5,124],"support":[6],"vector":[7],"machine":[8],"(SVM)":[9],"approaches":[10],"is":[11,48,76,130],"radial":[12],"basis":[13],"function":[14],"(RBF).":[15],"This":[16],"paper":[17],"develops":[18],"a":[19,37,60,120],"weighted":[20,31],"RBF":[21,25,32,42,112],"(WRBF)-SVM":[22],"by":[23,28,35,141],"extending":[24],"kernels":[26,34,43,75,107,113],"SVM":[29,125],"to":[30,70,77,83],"(WRBF)":[33],"introducing":[36],"weighting":[38,81,88],"matrix":[39,97],"A":[40,68],"into":[41],"which":[45],"case":[46],"there":[47,129],"no":[49,131],"need":[50,132],"of":[51,55,91,133,137],"determining":[52,134],"optimal":[53,135],"values":[54,136],"parameters":[56,139],"SVM,":[59],"long":[61],"standing":[62],"issue":[63],"encountered":[64],"implementing":[66,73],"SVM.":[67,142],"key":[69],"success":[71],"WRBF":[74,85,106],"design":[78],"different":[79],"appropriate":[80],"matrices":[82,89],"implement":[84],"kernels.":[86],"Three":[87],"are":[90],"particular":[92],"interest,":[93],"covariance":[94],"matrix,":[95],"correlation":[96],"and":[98],"within-class":[99],"scatter":[100],"matrix.":[101],"Experimental":[102],"results":[103],"demonstrate":[104],"that":[105,128],"significantly":[108],"improve":[109],"over":[110,123],"un-weighted":[111],"SVM-classification.":[115],"Most":[116],"importantly,":[117],"WRBF-SVM":[118],"offers":[119],"significant":[121],"advantage":[122],"(KSVM)":[126],"the":[138]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2017-04-14T00:00:00"}