{"id":"https://openalex.org/W2155236584","doi":"https://doi.org/10.1093/bioinformatics/btg102","title":"Classification of multiple cancer types by multicategory support vector machines using gene expression data","display_name":"Classification of multiple cancer types by multicategory support vector machines using gene expression data","publication_year":2003,"publication_date":"2003-06-11","ids":{"openalex":"https://openalex.org/W2155236584","doi":"https://doi.org/10.1093/bioinformatics/btg102","mag":"2155236584","pmid":"https://pubmed.ncbi.nlm.nih.gov/12801874"},"language":"en","primary_location":{"id":"doi:10.1093/bioinformatics/btg102","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bioinformatics/btg102","pdf_url":"https://academic.oup.com/bioinformatics/article-pdf/19/9/1132/48904136/bioinformatics_19_9_1132.pdf","source":{"id":"https://openalex.org/S52395412","display_name":"Bioinformatics","issn_l":"1367-4803","issn":["1367-4803","1367-4811"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://academic.oup.com/bioinformatics/article-pdf/19/9/1132/48904136/bioinformatics_19_9_1132.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5051336681","display_name":"Yoonkyung Lee","orcid":"https://orcid.org/0000-0002-5756-6588"},"institutions":[{"id":"https://openalex.org/I52357470","display_name":"The Ohio State University","ror":"https://ror.org/00rs6vg23","country_code":"US","type":"education","lineage":["https://openalex.org/I52357470"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yoonkyung Lee","raw_affiliation_strings":["Department of Statistics, The Ohio State University, Columbus, OH 43210, USA. yklee@stat.ohio-state.edu"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Statistics, The Ohio State University, Columbus, OH 43210, USA. yklee@stat.ohio-state.edu","institution_ids":["https://openalex.org/I52357470"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012773452","display_name":"Cheol\u2010Koo Lee","orcid":"https://orcid.org/0000-0003-3927-9195"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Cheol-Koo Lee","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":3618,"currency":"USD","value_usd":3618},"apc_paid":null,"fwci":9.578,"has_fulltext":false,"cited_by_count":377,"citation_normalized_percentile":{"value":0.98868414,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"19","issue":"9","first_page":"1132","last_page":"1139"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.9878000020980835,"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":0.9878000020980835,"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/T11213","display_name":"Genomic variations and chromosomal abnormalities","score":0.00139999995008111,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"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/T12867","display_name":"Advanced Biosensing Techniques and Applications","score":0.000699999975040555,"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/support-vector-machine","display_name":"Support vector machine","score":0.8396763205528259},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5392881631851196},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.5078473687171936},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49744704365730286},{"id":"https://openalex.org/keywords/multiclass-classification","display_name":"Multiclass classification","score":0.49273303151130676},{"id":"https://openalex.org/keywords/flexibility","display_name":"Flexibility (engineering)","score":0.44084277749061584},{"id":"https://openalex.org/keywords/binary-classification","display_name":"Binary classification","score":0.42417484521865845},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3894517421722412},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3812513053417206},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.34893670678138733},{"id":"https://openalex.org/keywords/computational-biology","display_name":"Computational biology","score":0.34273821115493774},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2950606942176819},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.1700667142868042},{"id":"https://openalex.org/keywords/genetics","display_name":"Genetics","score":0.0966775119304657},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.09183040261268616}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.8396763205528259},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5392881631851196},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.5078473687171936},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49744704365730286},{"id":"https://openalex.org/C123860398","wikidata":"https://www.wikidata.org/wiki/Q6934605","display_name":"Multiclass classification","level":3,"score":0.49273303151130676},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.44084277749061584},{"id":"https://openalex.org/C66905080","wikidata":"https://www.wikidata.org/wiki/Q17005494","display_name":"Binary classification","level":3,"score":0.42417484521865845},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3894517421722412},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3812513053417206},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.34893670678138733},{"id":"https://openalex.org/C70721500","wikidata":"https://www.wikidata.org/wiki/Q177005","display_name":"Computational biology","level":1,"score":0.34273821115493774},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2950606942176819},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.1700667142868042},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0966775119304657},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.09183040261268616}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D002648","descriptor_name":"Child","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002648","descriptor_name":"Child","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002648","descriptor_name":"Child","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003205","descriptor_name":"Computing Methodologies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003205","descriptor_name":"Computing Methodologies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003205","descriptor_name":"Computing Methodologies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005820","descriptor_name":"Genetic Testing","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D005820","descriptor_name":"Genetic Testing","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D005820","descriptor_name":"Genetic Testing","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007951","descriptor_name":"Leukemia, Myeloid","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D007951","descriptor_name":"Leukemia, Myeloid","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D007951","descriptor_name":"Leukemia, Myeloid","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D007951","descriptor_name":"Leukemia, Myeloid","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D007951","descriptor_name":"Leukemia, Myeloid","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D007951","descriptor_name":"Leukemia, Myeloid","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D007951","descriptor_name":"Leukemia, Myeloid","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D007951","descriptor_name":"Leukemia, Myeloid","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D007951","descriptor_name":"Leukemia, Myeloid","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015972","descriptor_name":"Gene Expression Regulation, Neoplastic","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D015972","descriptor_name":"Gene Expression Regulation, Neoplastic","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D015972","descriptor_name":"Gene Expression Regulation, Neoplastic","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D018278","descriptor_name":"Carcinoma, Neuroendocrine","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D018278","descriptor_name":"Carcinoma, Neuroendocrine","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D018278","descriptor_name":"Carcinoma, Neuroendocrine","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D018278","descriptor_name":"Carcinoma, Neuroendocrine","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D018278","descriptor_name":"Carcinoma, Neuroendocrine","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D018278","descriptor_name":"Carcinoma, Neuroendocrine","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D018278","descriptor_name":"Carcinoma, Neuroendocrine","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D018278","descriptor_name":"Carcinoma, Neuroendocrine","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D018278","descriptor_name":"Carcinoma, Neuroendocrine","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D020411","descriptor_name":"Oligonucleotide Array Sequence Analysis","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D020411","descriptor_name":"Oligonucleotide Array Sequence Analysis","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D020411","descriptor_name":"Oligonucleotide Array Sequence Analysis","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D020869","descriptor_name":"Gene Expression Profiling","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D020869","descriptor_name":"Gene Expression Profiling","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D020869","descriptor_name":"Gene Expression Profiling","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D030541","descriptor_name":"Databases, Genetic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D030541","descriptor_name":"Databases, Genetic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D030541","descriptor_name":"Databases, Genetic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D054198","descriptor_name":"Precursor Cell Lymphoblastic Leukemia-Lymphoma","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D054198","descriptor_name":"Precursor Cell Lymphoblastic Leukemia-Lymphoma","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D054198","descriptor_name":"Precursor Cell Lymphoblastic Leukemia-Lymphoma","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D054198","descriptor_name":"Precursor Cell Lymphoblastic Leukemia-Lymphoma","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D054198","descriptor_name":"Precursor Cell Lymphoblastic Leukemia-Lymphoma","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D054198","descriptor_name":"Precursor Cell Lymphoblastic Leukemia-Lymphoma","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D054198","descriptor_name":"Precursor Cell Lymphoblastic Leukemia-Lymphoma","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D054198","descriptor_name":"Precursor Cell Lymphoblastic Leukemia-Lymphoma","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D054198","descriptor_name":"Precursor Cell Lymphoblastic Leukemia-Lymphoma","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1093/bioinformatics/btg102","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bioinformatics/btg102","pdf_url":"https://academic.oup.com/bioinformatics/article-pdf/19/9/1132/48904136/bioinformatics_19_9_1132.pdf","source":{"id":"https://openalex.org/S52395412","display_name":"Bioinformatics","issn_l":"1367-4803","issn":["1367-4803","1367-4811"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bioinformatics","raw_type":"journal-article"},{"id":"pmid:12801874","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/12801874","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bioinformatics (Oxford, England)","raw_type":null},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.18.7456","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.18.7456","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ftp://ftp.stat.wisc.edu/pub/wahba/tr1051rr.ps","raw_type":"text"}],"best_oa_location":{"id":"doi:10.1093/bioinformatics/btg102","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bioinformatics/btg102","pdf_url":"https://academic.oup.com/bioinformatics/article-pdf/19/9/1132/48904136/bioinformatics_19_9_1132.pdf","source":{"id":"https://openalex.org/S52395412","display_name":"Bioinformatics","issn_l":"1367-4803","issn":["1367-4803","1367-4811"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.6600000262260437,"display_name":"Good health and well-being"}],"awards":[{"id":"https://openalex.org/G753303981","display_name":null,"funder_award_id":"EY09946","funder_id":"https://openalex.org/F4320337350","funder_display_name":"National Eye Institute"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320337350","display_name":"National Eye Institute","ror":"https://ror.org/03wkg3b53"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W2169610","https://openalex.org/W99903558","https://openalex.org/W238668910","https://openalex.org/W1494566317","https://openalex.org/W1494922272","https://openalex.org/W1505930614","https://openalex.org/W1549656520","https://openalex.org/W1568892534","https://openalex.org/W1585021961","https://openalex.org/W1602492977","https://openalex.org/W1607624180","https://openalex.org/W1727290854","https://openalex.org/W1966701961","https://openalex.org/W2020818536","https://openalex.org/W2055016803","https://openalex.org/W2064490375","https://openalex.org/W2083944001","https://openalex.org/W2086331943","https://openalex.org/W2087347434","https://openalex.org/W2093895748","https://openalex.org/W2096457660","https://openalex.org/W2108728387","https://openalex.org/W2109363337","https://openalex.org/W2116444583","https://openalex.org/W2139212933","https://openalex.org/W2141038809","https://openalex.org/W2146766088","https://openalex.org/W2148603752","https://openalex.org/W2151238743","https://openalex.org/W2155612034","https://openalex.org/W2156909104","https://openalex.org/W2157239837","https://openalex.org/W2172000360","https://openalex.org/W2548695521","https://openalex.org/W3193477162"],"related_works":["https://openalex.org/W2039745824","https://openalex.org/W3157224608","https://openalex.org/W2747895175","https://openalex.org/W2946583009","https://openalex.org/W4376528628","https://openalex.org/W2614669534","https://openalex.org/W2104406636","https://openalex.org/W2623163150","https://openalex.org/W2186666570","https://openalex.org/W2123014508"],"abstract_inverted_index":{"MOTIVATION:":[0],"High-density":[1],"DNA":[2],"microarray":[3],"measures":[4],"the":[5,13,21,52,58,88,98,115,123,141,147],"activities":[6],"of":[7,51,97,129],"several":[8],"thousand":[9],"genes":[10],"simultaneously":[11],"and":[12,101,122,143],"gene":[14],"expression":[15],"profiles":[16],"have":[17],"been":[18],"used":[19],"for":[20],"cancer":[22,35,39,59,106],"classification":[23,53,137,154],"recently.":[24],"This":[25],"new":[26],"approach":[27],"promises":[28],"to":[29,34,57,66,81,104,152],"give":[30],"better":[31],"therapeutic":[32],"measurements":[33],"patients":[36],"by":[37],"diagnosing":[38],"types":[40],"with":[41],"improved":[42],"accuracy.":[43],"The":[44],"Support":[45],"Vector":[46],"Machine":[47],"(SVM)":[48],"is":[49,92,112],"one":[50],"methods":[54],"successfully":[55],"applied":[56],"diagnosis":[60,107],"problems.":[61,108],"However,":[62],"its":[63,79,144],"optimal":[64],"extension":[65,96],"more":[67],"than":[68],"two":[69],"classes":[70],"was":[71],"not":[72],"obvious,":[73],"which":[74,91],"might":[75],"impose":[76],"limitations":[77],"in":[78,140],"application":[80],"multiple":[82],"tumor":[83],"types.":[84],"We":[85],"briefly":[86],"introduce":[87],"Multicategory":[89],"SVM,":[90,100],"a":[93,149],"recently":[94],"proposed":[95],"binary":[99],"apply":[102],"it":[103],"multiclass":[105],"RESULTS:":[109],"Its":[110],"applicability":[111],"demonstrated":[113],"on":[114],"leukemia":[116],"data":[117,131],"(Golub":[118],"et":[119,133],"al.,":[120,134],"1999)":[121],"small":[124],"round":[125],"blue":[126],"cell":[127],"tumors":[128],"childhood":[130],"(Khan":[132],"2001).":[135],"Comparable":[136],"accuracy":[138],"shown":[139],"applications":[142],"flexibility":[145],"render":[146],"MSVM":[148],"viable":[150],"alternative":[151],"other":[153],"methods.":[155],"SUPPLEMENTARY":[156],"INFORMATION:":[157],"http://www.stat.ohio-state.edu/~yklee/msvm.htm":[158]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":22},{"year":2019,"cited_by_count":6},{"year":2018,"cited_by_count":12},{"year":2017,"cited_by_count":9},{"year":2016,"cited_by_count":13},{"year":2015,"cited_by_count":10},{"year":2014,"cited_by_count":12},{"year":2013,"cited_by_count":15},{"year":2012,"cited_by_count":38}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
