{"id":"https://openalex.org/W1591503159","doi":"https://doi.org/10.3233/978-1-60750-676-8-290","title":"Cancer Classification using SVM-boosted Multiobjective Differential Fuzzy Clustering","display_name":"Cancer Classification using SVM-boosted Multiobjective Differential Fuzzy Clustering","publication_year":2010,"publication_date":"2010-01-01","ids":{"openalex":"https://openalex.org/W1591503159","doi":"https://doi.org/10.3233/978-1-60750-676-8-290","mag":"1591503159"},"language":"en","primary_location":{"id":"doi:10.3233/978-1-60750-676-8-290","is_oa":false,"landing_page_url":"https://doi.org/10.3233/978-1-60750-676-8-290","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":"https://openalex.org/A5003577135","display_name":"Indrajit Saha","orcid":"https://orcid.org/0000-0001-9513-9707"},"institutions":[{"id":"https://openalex.org/I4654613","display_name":"University of Warsaw","ror":"https://ror.org/039bjqg32","country_code":"PL","type":"education","lineage":["https://openalex.org/I4654613"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Saha Indrajit","raw_affiliation_strings":["ICM, University of Warsaw, Warsaw, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ICM, University of Warsaw, Warsaw, Poland","institution_ids":["https://openalex.org/I4654613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072356717","display_name":"Ujjwal Maulik","orcid":"https://orcid.org/0000-0003-1167-0774"},"institutions":[{"id":"https://openalex.org/I170979836","display_name":"Jadavpur University","ror":"https://ror.org/02af4h012","country_code":"IN","type":"education","lineage":["https://openalex.org/I170979836"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Maulik Ujjwal","raw_affiliation_strings":["Dept. of Comp. Sci. and Engg., Jadavpur University, Kolkata, West Bengal, India#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Comp. Sci. and Engg., Jadavpur University, Kolkata, West Bengal, India#TAB#","institution_ids":["https://openalex.org/I170979836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036061149","display_name":"Sanghamitra Bandyopadhyay","orcid":"https://orcid.org/0000-0001-6370-2083"},"institutions":[{"id":"https://openalex.org/I6498739","display_name":"Indian Statistical Institute","ror":"https://ror.org/00q2w1j53","country_code":"IN","type":"education","lineage":["https://openalex.org/I6498739"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Bandyopadhyay Sanghamitra","raw_affiliation_strings":["Machine Intelligence Unit; Indian Statistical Institute; Kolkata West Bengal India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Machine Intelligence Unit; Indian Statistical Institute; Kolkata West Bengal India","institution_ids":["https://openalex.org/I6498739"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021916927","display_name":"Dariusz Plewczy\u0144ski","orcid":"https://orcid.org/0000-0002-3840-7610"},"institutions":[{"id":"https://openalex.org/I4654613","display_name":"University of Warsaw","ror":"https://ror.org/039bjqg32","country_code":"PL","type":"education","lineage":["https://openalex.org/I4654613"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Plewczynski Dariusz","raw_affiliation_strings":["ICM, University of Warsaw, Warsaw, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ICM, University of Warsaw, Warsaw, Poland","institution_ids":["https://openalex.org/I4654613"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"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":0.13718041,"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/T10885","display_name":"Gene expression and cancer classification","score":0.9865999817848206,"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"}},"topics":[{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.9865999817848206,"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"}},{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9764000177383423,"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":0.9506000280380249,"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/support-vector-machine","display_name":"Support vector machine","score":0.695021390914917},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.567593514919281},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.5561778545379639},{"id":"https://openalex.org/keywords/differential","display_name":"Differential (mechanical device)","score":0.5171929597854614},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4991469383239746},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4761624038219452},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.475978285074234},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3805588483810425},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.32894736528396606},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3277782201766968},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11785739660263062}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.695021390914917},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.567593514919281},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5561778545379639},{"id":"https://openalex.org/C93226319","wikidata":"https://www.wikidata.org/wiki/Q193137","display_name":"Differential (mechanical device)","level":2,"score":0.5171929597854614},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4991469383239746},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4761624038219452},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.475978285074234},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3805588483810425},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32894736528396606},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3277782201766968},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11785739660263062},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/978-1-60750-676-8-290","is_oa":false,"landing_page_url":"https://doi.org/10.3233/978-1-60750-676-8-290","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":[{"display_name":"Partnerships for the goals","score":0.41999998688697815,"id":"https://metadata.un.org/sdg/17"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W1595159159","https://openalex.org/W1966253115","https://openalex.org/W1969076164","https://openalex.org/W1996747841","https://openalex.org/W2087684630","https://openalex.org/W2109363337","https://openalex.org/W2113076747","https://openalex.org/W2126105956","https://openalex.org/W2147246240","https://openalex.org/W2148603752"],"related_works":["https://openalex.org/W2090763504","https://openalex.org/W148178222","https://openalex.org/W4298130764","https://openalex.org/W2104657898","https://openalex.org/W1948992892","https://openalex.org/W1886884218","https://openalex.org/W2804364458","https://openalex.org/W1910826599","https://openalex.org/W2012353789","https://openalex.org/W2530420969"],"abstract_inverted_index":{"Microarray":[0,23],"technology":[1,24],"facilitates":[2],"the":[3,6,32,35,62,72,116,134,176,180],"monitoring":[4],"of":[5,9,13,34,61,71,89,95,127,133,179],"expression":[7],"profile":[8],"a":[10,93,105],"large":[11],"number":[12,94],"genes":[14],"across":[15],"different":[16],"experimental":[17],"conditions":[18],"or":[19],"tissue":[20,36,63],"samples":[21],"simultaneously.":[22],"is":[25,54,75,120],"being":[26],"utilized":[27],"in":[28],"cancer":[29,49,153,159],"diagnosis":[30],"through":[31],"classification":[33],"samples.":[37,64],"In":[38,65],"this":[39,66],"article,":[40],"we":[41],"have":[42,171],"presented":[43],"an":[44],"integrated":[45],"unsupervised":[46],"technique":[47,107,126],"for":[48,148],"classification.":[50,114],"The":[51,86,131],"proposed":[52,135,181],"method":[53,138],"based":[55,108],"on":[56,109],"multiobjective":[57,136],"differential":[58],"fuzzy":[59,79],"clustering":[60,118,137,146,182],"regard,":[67],"real":[68],"coded":[69],"encoding":[70],"cluster":[73,80],"centres":[74],"used":[76],"and":[77,160],"two":[78],"validity":[81],"indices":[82],"are":[83],"simultaneously":[84],"optimized.":[85],"resultant":[87],"set":[88],"near-Pareto-optimal":[90],"solutions":[91],"contains":[92],"non-dominated":[96],"solutions.":[97,130],"Each":[98],"such":[99],"solution":[100,119],"has":[101,139],"been":[102,140,172],"improved":[103,129],"by":[104,122],"novel":[106],"Support":[110],"Vector":[111],"Machine":[112],"(SVM)":[113],"Thereafter,":[115],"final":[117],"produced":[121],"majority":[123],"voting":[124],"ensemble":[125],"all":[128],"performance":[132],"compared":[141],"to":[142,163,174],"several":[143],"other":[144],"microarray":[145],"algorithms":[147],"three":[149],"publicly":[150],"available":[151],"benchmark":[152],"data":[154,162],"sets,":[155],"viz.,":[156],"leukemia,":[157],"Colon":[158],"Lymphoma":[161],"establish":[164,175],"its":[165],"superiority.":[166],"Also":[167],"statistical":[168,177],"significance":[169],"tests":[170],"conducted":[173],"superiority":[178],"method.":[183]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2016-06-24T00:00:00"}
