{"id":"https://openalex.org/W2778962483","doi":"https://doi.org/10.1186/s12918-017-0514-1","title":"Hadamard Kernel SVM with applications for breast cancer outcome predictions","display_name":"Hadamard Kernel SVM with applications for breast cancer outcome predictions","publication_year":2017,"publication_date":"2017-12-01","ids":{"openalex":"https://openalex.org/W2778962483","doi":"https://doi.org/10.1186/s12918-017-0514-1","mag":"2778962483","pmid":"https://pubmed.ncbi.nlm.nih.gov/29322919"},"language":"en","primary_location":{"id":"doi:10.1186/s12918-017-0514-1","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12918-017-0514-1","pdf_url":"https://bmcsystbiol.biomedcentral.com/counter/pdf/10.1186/s12918-017-0514-1","source":{"id":"https://openalex.org/S92363890","display_name":"BMC Systems Biology","issn_l":"1752-0509","issn":["1752-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Systems Biology","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://bmcsystbiol.biomedcentral.com/counter/pdf/10.1186/s12918-017-0514-1","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100712102","display_name":"Hao Jiang","orcid":"https://orcid.org/0000-0001-5891-6044"},"institutions":[{"id":"https://openalex.org/I78988378","display_name":"Renmin University of China","ror":"https://ror.org/041pakw92","country_code":"CN","type":"education","lineage":["https://openalex.org/I78988378"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Jiang","raw_affiliation_strings":["Department of Mathematics, School of Information, Renmin University of China, No.59 Zhong Guan Cun Avenue, Hai Dian District, Beijing, 100872, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematics, School of Information, Renmin University of China, No.59 Zhong Guan Cun Avenue, Hai Dian District, Beijing, 100872, China","institution_ids":["https://openalex.org/I78988378"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086061723","display_name":"Wai\u2010Ki Ching","orcid":"https://orcid.org/0000-0002-5785-3210"},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Wai-Ki Ching","raw_affiliation_strings":["Department of Mathematics, The University of Hong Kong, Pokfulam Road, Hong Kong, Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematics, The University of Hong Kong, Pokfulam Road, Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I889458895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049855168","display_name":"Wai-Shun Cheung","orcid":null},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Wai-Shun Cheung","raw_affiliation_strings":["Department of Mathematics, The University of Hong Kong, Pokfulam Road, Hong Kong, Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematics, The University of Hong Kong, Pokfulam Road, Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I889458895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072013279","display_name":"Wenpin Hou","orcid":"https://orcid.org/0000-0003-0972-2192"},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Wenpin Hou","raw_affiliation_strings":["Department of Mathematics, The University of Hong Kong, Pokfulam Road, Hong Kong, Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematics, The University of Hong Kong, Pokfulam Road, Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I889458895"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075151255","display_name":"Hong Yin","orcid":null},"institutions":[{"id":"https://openalex.org/I78988378","display_name":"Renmin University of China","ror":"https://ror.org/041pakw92","country_code":"CN","type":"education","lineage":["https://openalex.org/I78988378"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hong Yin","raw_affiliation_strings":["Department of Mathematics, School of Information, Renmin University of China, No.59 Zhong Guan Cun Avenue, Hai Dian District, Beijing, 100872, China. yinxiaohong82@hotmail.com","Department of Mathematics, School of Information, Renmin University of China, No.59 Zhong Guan Cun Avenue, Hai Dian District, Beijing, 100872, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematics, School of Information, Renmin University of China, No.59 Zhong Guan Cun Avenue, Hai Dian District, Beijing, 100872, China. yinxiaohong82@hotmail.com","institution_ids":["https://openalex.org/I78988378"]},{"raw_affiliation_string":"Department of Mathematics, School of Information, Renmin University of China, No.59 Zhong Guan Cun Avenue, Hai Dian District, Beijing, 100872, China","institution_ids":["https://openalex.org/I78988378"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5075151255"],"corresponding_institution_ids":["https://openalex.org/I78988378"],"apc_list":null,"apc_paid":null,"fwci":1.6108,"has_fulltext":true,"cited_by_count":14,"citation_normalized_percentile":{"value":0.88100192,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"11","issue":"S7","first_page":"138","last_page":"138"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.8159000277519226,"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/T10862","display_name":"AI in cancer detection","score":0.8159000277519226,"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/T10885","display_name":"Gene expression and cancer classification","score":0.03539999946951866,"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/T10183","display_name":"Breast Cancer Treatment Studies","score":0.020899999886751175,"subfield":{"id":"https://openalex.org/subfields/1306","display_name":"Cancer Research"},"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/breast-cancer","display_name":"Breast cancer","score":0.6674968004226685},{"id":"https://openalex.org/keywords/hadamard-transform","display_name":"Hadamard transform","score":0.6306766867637634},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.5196781754493713},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4822836220264435},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.46501830220222473},{"id":"https://openalex.org/keywords/computational-biology","display_name":"Computational biology","score":0.4440298080444336},{"id":"https://openalex.org/keywords/outcome","display_name":"Outcome (game theory)","score":0.427840918302536},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3866327404975891},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.3648936152458191},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3644583225250244},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.35035407543182373},{"id":"https://openalex.org/keywords/bioinformatics","display_name":"Bioinformatics","score":0.3259633779525757},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.30954548716545105},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.28765779733657837},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.2778308391571045},{"id":"https://openalex.org/keywords/combinatorics","display_name":"Combinatorics","score":0.15754687786102295},{"id":"https://openalex.org/keywords/mathematical-analysis","display_name":"Mathematical analysis","score":0.0861266553401947}],"concepts":[{"id":"https://openalex.org/C530470458","wikidata":"https://www.wikidata.org/wiki/Q128581","display_name":"Breast cancer","level":3,"score":0.6674968004226685},{"id":"https://openalex.org/C60292330","wikidata":"https://www.wikidata.org/wiki/Q1014065","display_name":"Hadamard transform","level":2,"score":0.6306766867637634},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.5196781754493713},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4822836220264435},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.46501830220222473},{"id":"https://openalex.org/C70721500","wikidata":"https://www.wikidata.org/wiki/Q177005","display_name":"Computational biology","level":1,"score":0.4440298080444336},{"id":"https://openalex.org/C148220186","wikidata":"https://www.wikidata.org/wiki/Q7111912","display_name":"Outcome (game theory)","level":2,"score":0.427840918302536},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3866327404975891},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.3648936152458191},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3644583225250244},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.35035407543182373},{"id":"https://openalex.org/C60644358","wikidata":"https://www.wikidata.org/wiki/Q128570","display_name":"Bioinformatics","level":1,"score":0.3259633779525757},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.30954548716545105},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.28765779733657837},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.2778308391571045},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.15754687786102295},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0861266553401947},{"id":"https://openalex.org/C144237770","wikidata":"https://www.wikidata.org/wiki/Q747534","display_name":"Mathematical economics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D001943","descriptor_name":"Breast Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D001943","descriptor_name":"Breast Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D001943","descriptor_name":"Breast Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","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":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012372","descriptor_name":"ROC Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012372","descriptor_name":"ROC Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012372","descriptor_name":"ROC Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":5,"locations":[{"id":"doi:10.1186/s12918-017-0514-1","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12918-017-0514-1","pdf_url":"https://bmcsystbiol.biomedcentral.com/counter/pdf/10.1186/s12918-017-0514-1","source":{"id":"https://openalex.org/S92363890","display_name":"BMC Systems Biology","issn_l":"1752-0509","issn":["1752-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Systems Biology","raw_type":"journal-article"},{"id":"pmid:29322919","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/29322919","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":"BMC systems biology","raw_type":null},{"id":"pmh:oai:doaj.org/article:89b89b883c994fb1a54f5b06b6673751","is_oa":false,"landing_page_url":"https://doaj.org/article/89b89b883c994fb1a54f5b06b6673751","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Systems Biology, Vol 11, Iss S7, Pp 163-174 (2017)","raw_type":"article"},{"id":"pmh:oai:hub.hku.hk:10722/250545","is_oa":true,"landing_page_url":"http://hdl.handle.net/10722/250545","pdf_url":null,"source":{"id":"https://openalex.org/S4377196271","display_name":"The HKU Scholars Hub (University of Hong Kong)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I889458895","host_organization_name":"University of Hong Kong","host_organization_lineage":["https://openalex.org/I889458895"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:5763304","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/5763304","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Syst Biol","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/s12918-017-0514-1","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12918-017-0514-1","pdf_url":"https://bmcsystbiol.biomedcentral.com/counter/pdf/10.1186/s12918-017-0514-1","source":{"id":"https://openalex.org/S92363890","display_name":"BMC Systems Biology","issn_l":"1752-0509","issn":["1752-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Systems Biology","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","score":0.5799999833106995,"display_name":"Reduced inequalities"}],"awards":[{"id":"https://openalex.org/G1631036518","display_name":null,"funder_award_id":"11626229","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2585091954","display_name":null,"funder_award_id":"S201201009985","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2730414830","display_name":null,"funder_award_id":"11671158","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4941990141","display_name":null,"funder_award_id":"10971075","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G988839521","display_name":"\u57fa\u4e8e\u8bcd\u5411\u91cf\u8868\u793a\u7684\u5927\u89c4\u6a21\u77e5\u8bc6\u56fe\u8c31\u6784\u5efa\u65b9\u6cd5\u7814\u7a76","funder_award_id":"61472428","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322499","display_name":"Renmin University of China","ror":"https://ror.org/041pakw92"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2778962483.pdf","grobid_xml":"https://content.openalex.org/works/W2778962483.grobid-xml"},"referenced_works_count":27,"referenced_works":["https://openalex.org/W652328558","https://openalex.org/W1484672383","https://openalex.org/W1526146785","https://openalex.org/W1560724230","https://openalex.org/W1966701961","https://openalex.org/W1979958697","https://openalex.org/W1983024255","https://openalex.org/W2025667197","https://openalex.org/W2030415119","https://openalex.org/W2048409943","https://openalex.org/W2085352881","https://openalex.org/W2101350700","https://openalex.org/W2102150307","https://openalex.org/W2114441252","https://openalex.org/W2119821739","https://openalex.org/W2122673439","https://openalex.org/W2128957040","https://openalex.org/W2128985829","https://openalex.org/W2160450758","https://openalex.org/W2188212427","https://openalex.org/W2220945839","https://openalex.org/W2370924594","https://openalex.org/W2736358774","https://openalex.org/W2917423152","https://openalex.org/W4254736438","https://openalex.org/W6821113053","https://openalex.org/W7055499513"],"related_works":["https://openalex.org/W1982241170","https://openalex.org/W2116282083","https://openalex.org/W2386549147","https://openalex.org/W1978051046","https://openalex.org/W2012411066","https://openalex.org/W2950361249","https://openalex.org/W2978999882","https://openalex.org/W117514602","https://openalex.org/W1553886475","https://openalex.org/W1534096932"],"abstract_inverted_index":{"BACKGROUND:":[0],"Breast":[1],"cancer":[2,24,96,146],"is":[3,14,142],"one":[4],"of":[5,9,15,94,114,125,135,151],"the":[6,92,106,117,133,173,184],"leading":[7],"causes":[8],"deaths":[10],"for":[11,22,35,40,66,144],"women.":[12],"It":[13,155],"great":[16],"necessity":[17],"to":[18,59,90,131,172,183],"develop":[19],"effective":[20,143],"methods":[21],"breast":[23,95,145],"detection":[25],"and":[26,109,187],"diagnosis.":[27,154],"Recent":[28],"studies":[29],"have":[30],"focused":[31],"on":[32],"gene-based":[33],"signatures":[34],"outcome":[36,97],"predictions.":[37],"Kernel":[38,104,140],"SVM":[39,141,175],"its":[41],"discriminative":[42],"power":[43],"in":[44,83,112,149],"dealing":[45],"with":[46,85],"small":[47],"sample":[48],"pattern":[49],"recognition":[50],"problems":[51],"has":[52],"attracted":[53],"a":[54,67,78,123,169],"lot":[55],"attention.":[56],"But":[57],"how":[58],"select":[60],"or":[61,153],"construct":[62],"an":[63],"appropriate":[64],"kernel":[65,80,111,176],"specified":[68],"problem":[69,93],"still":[70],"needs":[71],"further":[72],"investigation.":[73],"RESULTS:":[74],"Here":[75],"we":[76],"propose":[77],"novel":[79],"(Hadamard":[81],"Kernel)":[82],"conjunction":[84],"Support":[86],"Vector":[87],"Machines":[88],"(SVMs)":[89],"address":[91],"prediction":[98],"using":[99],"gene":[100],"expression":[101],"data.":[102],"Hadamard":[103,139],"outperform":[105],"classical":[107],"kernels":[108],"correlation":[110],"terms":[113,150],"Area":[115],"under":[116],"ROC":[118],"Curve":[119],"(AUC)":[120],"values":[121],"where":[122],"number":[124],"real-world":[126],"data":[127],"sets":[128],"are":[129],"adopted":[130],"test":[132],"performance":[134],"different":[136],"methods.":[137],"CONCLUSIONS:":[138],"predictions,":[147],"either":[148],"prognosis":[152],"may":[156],"benefit":[157],"patients":[158],"by":[159],"guiding":[160],"therapeutic":[161],"options.":[162],"Apart":[163],"from":[164],"that,":[165],"it":[166,180],"would":[167],"be":[168],"valuable":[170],"addition":[171],"current":[174],"families.":[177],"We":[178],"hope":[179],"will":[181],"contribute":[182],"wider":[185],"biology":[186],"related":[188],"communities.":[189]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":2}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
