{"id":"https://openalex.org/W2302722331","doi":"https://doi.org/10.1007/s10916-016-0477-6","title":"A decision support system to improve medical diagnosis using a combination of k-medoids clustering based attribute weighting and SVM","display_name":"A decision support system to improve medical diagnosis using a combination of k-medoids clustering based attribute weighting and SVM","publication_year":2016,"publication_date":"2016-03-21","ids":{"openalex":"https://openalex.org/W2302722331","doi":"https://doi.org/10.1007/s10916-016-0477-6","mag":"2302722331","pmid":"https://pubmed.ncbi.nlm.nih.gov/27000777"},"language":"en","primary_location":{"id":"doi:10.1007/s10916-016-0477-6","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10916-016-0477-6","pdf_url":null,"source":{"id":"https://openalex.org/S37151855","display_name":"Journal of Medical Systems","issn_l":"0148-5598","issn":["0148-5598","1573-689X"],"is_oa":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Medical Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5007955476","display_name":"Musa Peker","orcid":"https://orcid.org/0000-0002-6495-9187"},"institutions":[{"id":"https://openalex.org/I79946792","display_name":"Mu\u011fla University","ror":"https://ror.org/05n2cz176","country_code":"TR","type":"education","lineage":["https://openalex.org/I79946792"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Musa Peker","raw_affiliation_strings":["Department of Information Systems Engineering, Faculty of Technology, Mugla Sitki Kocman University, 48000, Mugla, Turkey. musa@mu.edu.tr","Department of Information Systems Engineering, Faculty of Technology, Mugla Sitki Kocman University, Mugla, Turkey"],"raw_orcid":"https://orcid.org/0000-0002-6495-9187","affiliations":[{"raw_affiliation_string":"Department of Information Systems Engineering, Faculty of Technology, Mugla Sitki Kocman University, 48000, Mugla, Turkey. musa@mu.edu.tr","institution_ids":["https://openalex.org/I79946792"]},{"raw_affiliation_string":"Department of Information Systems Engineering, Faculty of Technology, Mugla Sitki Kocman University, Mugla, Turkey","institution_ids":["https://openalex.org/I79946792"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5007955476"],"corresponding_institution_ids":["https://openalex.org/I79946792"],"apc_list":{"value":3390,"currency":"EUR","value_usd":4390},"apc_paid":null,"fwci":24.1599,"has_fulltext":false,"cited_by_count":103,"citation_normalized_percentile":{"value":0.99348534,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"40","issue":"5","first_page":"116","last_page":"116"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9879999756813049,"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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.946399986743927,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.7250075936317444},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6868740320205688},{"id":"https://openalex.org/keywords/weighting","display_name":"Weighting","score":0.6865752935409546},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.6800786256790161},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6201715469360352},{"id":"https://openalex.org/keywords/medoid","display_name":"Medoid","score":0.5875065922737122},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5805417895317078},{"id":"https://openalex.org/keywords/k-means-clustering","display_name":"k-means clustering","score":0.5428552031517029},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"Decision support system","score":0.5097755789756775},{"id":"https://openalex.org/keywords/linear-discriminant-analysis","display_name":"Linear discriminant analysis","score":0.49658113718032837},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4906860589981079},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.490488737821579},{"id":"https://openalex.org/keywords/preprocessor","display_name":"Preprocessor","score":0.4864959120750427},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.1354389786720276}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7250075936317444},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6868740320205688},{"id":"https://openalex.org/C183115368","wikidata":"https://www.wikidata.org/wiki/Q856577","display_name":"Weighting","level":2,"score":0.6865752935409546},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6800786256790161},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6201715469360352},{"id":"https://openalex.org/C63085389","wikidata":"https://www.wikidata.org/wiki/Q4287912","display_name":"Medoid","level":3,"score":0.5875065922737122},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5805417895317078},{"id":"https://openalex.org/C207968372","wikidata":"https://www.wikidata.org/wiki/Q310401","display_name":"k-means clustering","level":3,"score":0.5428552031517029},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.5097755789756775},{"id":"https://openalex.org/C69738355","wikidata":"https://www.wikidata.org/wiki/Q1228929","display_name":"Linear discriminant analysis","level":2,"score":0.49658113718032837},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4906860589981079},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.490488737821579},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.4864959120750427},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.1354389786720276},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D005103","descriptor_name":"Expert Systems","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005103","descriptor_name":"Expert Systems","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005103","descriptor_name":"Expert Systems","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006331","descriptor_name":"Heart Diseases","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D006331","descriptor_name":"Heart Diseases","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D006331","descriptor_name":"Heart Diseases","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":"D008107","descriptor_name":"Liver Diseases","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D008107","descriptor_name":"Liver Diseases","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D008107","descriptor_name":"Liver Diseases","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D010300","descriptor_name":"Parkinson Disease","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D010300","descriptor_name":"Parkinson Disease","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D010300","descriptor_name":"Parkinson Disease","qualifier_ui":"Q000175","qualifier_name":"diagnosis","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":"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":"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":2,"locations":[{"id":"doi:10.1007/s10916-016-0477-6","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10916-016-0477-6","pdf_url":null,"source":{"id":"https://openalex.org/S37151855","display_name":"Journal of Medical Systems","issn_l":"0148-5598","issn":["0148-5598","1573-689X"],"is_oa":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Medical Systems","raw_type":"journal-article"},{"id":"pmid:27000777","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/27000777","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":"Journal of medical systems","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":82,"referenced_works":["https://openalex.org/W87092222","https://openalex.org/W1493454437","https://openalex.org/W1493519919","https://openalex.org/W1509988890","https://openalex.org/W1542813816","https://openalex.org/W1545647341","https://openalex.org/W1570834090","https://openalex.org/W1967689665","https://openalex.org/W1971524939","https://openalex.org/W1977267907","https://openalex.org/W1978437915","https://openalex.org/W1979263106","https://openalex.org/W1981653086","https://openalex.org/W1982925424","https://openalex.org/W1983331113","https://openalex.org/W1983426246","https://openalex.org/W1983644589","https://openalex.org/W1990221069","https://openalex.org/W1996029688","https://openalex.org/W1996313056","https://openalex.org/W1996668348","https://openalex.org/W1998505450","https://openalex.org/W1999466278","https://openalex.org/W2005025163","https://openalex.org/W2005913531","https://openalex.org/W2008402696","https://openalex.org/W2011328254","https://openalex.org/W2013713870","https://openalex.org/W2016891208","https://openalex.org/W2019979668","https://openalex.org/W2021278861","https://openalex.org/W2026841079","https://openalex.org/W2029279587","https://openalex.org/W2032655680","https://openalex.org/W2034822495","https://openalex.org/W2044309407","https://openalex.org/W2048219658","https://openalex.org/W2049474487","https://openalex.org/W2049623605","https://openalex.org/W2050778747","https://openalex.org/W2053154970","https://openalex.org/W2053324547","https://openalex.org/W2053905582","https://openalex.org/W2057250428","https://openalex.org/W2061497758","https://openalex.org/W2062302861","https://openalex.org/W2064575768","https://openalex.org/W2067769201","https://openalex.org/W2071749087","https://openalex.org/W2072131967","https://openalex.org/W2074184910","https://openalex.org/W2075987325","https://openalex.org/W2077105393","https://openalex.org/W2078464941","https://openalex.org/W2091255497","https://openalex.org/W2097653553","https://openalex.org/W2097998348","https://openalex.org/W2100534701","https://openalex.org/W2107014760","https://openalex.org/W2110820256","https://openalex.org/W2113076747","https://openalex.org/W2119821739","https://openalex.org/W2127218421","https://openalex.org/W2133312152","https://openalex.org/W2140190241","https://openalex.org/W2142523881","https://openalex.org/W2143718527","https://openalex.org/W2147885930","https://openalex.org/W2153635508","https://openalex.org/W2154036191","https://openalex.org/W2156415214","https://openalex.org/W2156909104","https://openalex.org/W2166191038","https://openalex.org/W2166361453","https://openalex.org/W2171949900","https://openalex.org/W2262894855","https://openalex.org/W2276849971","https://openalex.org/W2289823396","https://openalex.org/W2547242359","https://openalex.org/W2999729612","https://openalex.org/W4285719527","https://openalex.org/W6600263792"],"related_works":["https://openalex.org/W3105105741","https://openalex.org/W3180223427","https://openalex.org/W2619153218","https://openalex.org/W2380053301","https://openalex.org/W3090056044","https://openalex.org/W2786121513","https://openalex.org/W1969148276","https://openalex.org/W4388908560","https://openalex.org/W3004417178","https://openalex.org/W2980452098"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":19},{"year":2021,"cited_by_count":15},{"year":2020,"cited_by_count":18},{"year":2019,"cited_by_count":13},{"year":2018,"cited_by_count":6},{"year":2017,"cited_by_count":9},{"year":2016,"cited_by_count":4}],"updated_date":"2026-01-13T01:12:25.745995","created_date":"2025-10-10T00:00:00"}
