{"id":"https://openalex.org/W1041197754","doi":null,"title":"Medical diagnosis support system based on the ensemble of single-parameter classifiers","display_name":"Medical diagnosis support system based on the ensemble of single-parameter classifiers","publication_year":2014,"publication_date":"2014-01-01","ids":{"openalex":"https://openalex.org/W1041197754","mag":"1041197754"},"language":"en","primary_location":{"id":"mag:1041197754","doi":null,"is_oa":false,"landing_page_url":"http://jmit.us.edu.pl/cms/jmitjrn/23/35_Orczyk_3.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S2764746936","display_name":"Journal of Medical Informatics & Technologies","issn_l":"1642-6037","issn":["1642-6037"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":"Journal of Medical Informatics & Technologies","raw_type":null},"volume":null,"type":"article","is_traditional":true,"indexed_in":[],"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/A5078656132","display_name":"Tomasz Orczyk","orcid":"https://orcid.org/0000-0002-4664-8369","observed_orcids":["https://orcid.org/0000-0002-4664-8369"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tomasz Orczyk","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-4664-8369","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038733611","display_name":"Piotr Porwik","orcid":"https://orcid.org/0000-0001-8989-9478","observed_orcids":["https://orcid.org/0000-0001-8989-9478"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Piotr Porwik","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0001-8989-9478","affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5054115977","display_name":"Marcin Berna\u015b","orcid":"https://orcid.org/0000-0002-0099-1647","observed_orcids":["https://orcid.org/0000-0002-0099-1647"]},"institutions":[{"id":"https://openalex.org/I864159182","display_name":"University of Silesia in Katowice","ror":"https://ror.org/0104rcc94","country_code":"PL","type":"education","lineage":["https://openalex.org/I864159182"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Marcin Berna\u015b","raw_affiliation_strings":["University of\u00a0Silesia in\u00a0Katowice"],"raw_orcid":"https://orcid.org/0000-0002-0099-1647","affiliations":[{"raw_affiliation_string":"University of\u00a0Silesia in\u00a0Katowice","institution_ids":["https://openalex.org/I864159182"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.7137,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.84808794,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":87,"max":97},"biblio":{"volume":"23","issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9955999851226807,"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":0.9955999851226807,"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/T13373","display_name":"Data Mining and Machine Learning Applications","score":0.00139999995008111,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T12535","display_name":"Machine Learning and Data Classification","score":0.00019999999494757503,"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/ensemble-classifiers","display_name":"ensemble classifiers","score":0.765999972820282},{"id":"https://openalex.org/keywords/k-nearest-neighbors","display_name":"k-nearest neighbors","score":0.8379999995231628},{"id":"https://openalex.org/keywords/liver-fibrosis","display_name":"liver fibrosis","score":0.902999997138977},{"id":"https://openalex.org/keywords/blood-test-results","display_name":"blood test results","score":0.9639999866485596},{"id":"https://openalex.org/keywords/missing-data","display_name":"missing data","score":0.8709999918937683},{"id":"https://openalex.org/keywords/feature-selection","display_name":"feature selection","score":0.9959999918937683},{"id":"https://openalex.org/keywords/feature-elimination","display_name":"feature elimination","score":0.8650000095367432}],"concepts":[{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.7347089648246765},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7014486789703369},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5537600517272949},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5209987759590149},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5200192928314209},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5122146010398865},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4754343032836914},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.46475401520729065},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.45094916224479675},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36169010400772095},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1417923867702484},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"mag:1041197754","doi":null,"is_oa":false,"landing_page_url":"http://jmit.us.edu.pl/cms/jmitjrn/23/35_Orczyk_3.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S2764746936","display_name":"Journal of Medical Informatics & Technologies","issn_l":"1642-6037","issn":["1642-6037"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":"Journal of Medical Informatics & Technologies","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.8048999905586243,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W234566590","https://openalex.org/W1504694836","https://openalex.org/W1912123407","https://openalex.org/W2002163127","https://openalex.org/W2013716066","https://openalex.org/W2039733887","https://openalex.org/W2040870580","https://openalex.org/W2087291293","https://openalex.org/W2094174828","https://openalex.org/W2112081648","https://openalex.org/W2125055259","https://openalex.org/W2147169507","https://openalex.org/W2199929556","https://openalex.org/W2243337034","https://openalex.org/W2540785712","https://openalex.org/W2911964244"],"related_works":["https://openalex.org/W2547867778","https://openalex.org/W2130834564","https://openalex.org/W3016026913","https://openalex.org/W7099888463","https://openalex.org/W3200085870","https://openalex.org/W29533464","https://openalex.org/W2179579626","https://openalex.org/W4416046823","https://openalex.org/W2809516248","https://openalex.org/W7168295998"],"abstract_inverted_index":{"This":[0,36],"paper":[1],"presents":[2],"a":[3,22,33,42,57],"medical":[4,44],"diagnosis":[5],"support":[6],"system":[7],"based":[8],"on":[9,21],"an":[10,84],"ensemble":[11],"of":[12,29,55,59,89,92],"single":[13],"parameter":[14],"k\u2013NN":[15],"classifiers":[16],"[1].":[17],"System":[18],"was":[19],"verified":[20],"database":[23,69],"containing":[24],"real":[25,43],"blood":[26],"test":[27],"results":[28],"diagnosed":[30],"patients":[31],"with":[32,97],"liver":[34],"fibrosis.":[35],"dataset":[37],"contains":[38,70],"problems":[39],"typical":[40],"to":[41],"data":[45],"\u2013":[46],"especially":[47],"missing":[48],"values.":[49],"Paper":[50],"also":[51,103],"describes":[52],"the":[53],"process":[54],"selecting":[56],"subset":[58],"parameters":[60],"used":[61],"for":[62,78],"further":[63],"evaluation":[64],"(feature":[65],"selection/elimination":[66],"algorithm).":[67],"Complete":[68],"many":[71],"parameters,":[72],"but":[73],"not":[74],"all":[75],"are":[76],"important":[77,85],"diagnosis,":[79],"thus":[80],"eliminating":[81],"them":[82],"is":[83],"step.":[86],"A":[87],"comparison":[88],"proposed":[90],"method":[91],"classification":[93],"and":[94],"feature":[95],"selection":[96],"methods":[98],"known":[99],"from":[100],"literature":[101],"has":[102],"been":[104],"presented.":[105]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":3}],"updated_date":"2025-10-10T17:16:08.811792","created_date":"2016-06-24T00:00:00"}
