{"id":"https://openalex.org/W4200561570","doi":"https://doi.org/10.1109/csit52700.2021.9648747","title":"Class-Oriented Features Selection Technology in Medical Images Classification Problem on the Example of Distinguishing Between Tuberculosis Sensitive and Resistant Forms","display_name":"Class-Oriented Features Selection Technology in Medical Images Classification Problem on the Example of Distinguishing Between Tuberculosis Sensitive and Resistant Forms","publication_year":2021,"publication_date":"2021-09-22","ids":{"openalex":"https://openalex.org/W4200561570","doi":"https://doi.org/10.1109/csit52700.2021.9648747"},"language":"en","primary_location":{"id":"doi:10.1109/csit52700.2021.9648747","is_oa":false,"landing_page_url":"https://doi.org/10.1109/csit52700.2021.9648747","pdf_url":null,"source":{"id":"https://openalex.org/S4363608067","display_name":"2021 IEEE 16th International Conference on Computer Sciences and Information Technologies (CSIT)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 16th International Conference on Computer Sciences and Information Technologies (CSIT)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5103076143","display_name":"\u041e\u043b\u0435\u043a\u0441\u0430\u043d\u0434\u0440 \u041c\u0430\u0442\u0432\u0456\u0439\u0447\u0443\u043a","orcid":"https://orcid.org/0000-0002-8988-0993"},"institutions":[{"id":"https://openalex.org/I202483615","display_name":"National Technical University of Ukraine \u201cIgor Sikorsky Kyiv Polytechnic Institute\u201d","ror":"https://ror.org/00syn5v21","country_code":"UA","type":"education","lineage":["https://openalex.org/I202483615"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Oleksandr Matviichuk","raw_affiliation_strings":["Department of biomedical cybernetics, “Igor Sikorsky Kyiv Polytechnic Institute”, National Technical University of Ukraine, Kyiv, Ukraine","Igor Sikorsky Kyiv Polytechnic Institute&#x201D","Department of biomedical cybernetics, &#x201C",", National Technical University of Ukraine, Kyiv, Ukraine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of biomedical cybernetics, “Igor Sikorsky Kyiv Polytechnic Institute”, National Technical University of Ukraine, Kyiv, Ukraine","institution_ids":["https://openalex.org/I202483615"]},{"raw_affiliation_string":"Igor Sikorsky Kyiv Polytechnic Institute&#x201D","institution_ids":["https://openalex.org/I202483615"]},{"raw_affiliation_string":"Department of biomedical cybernetics, &#x201C","institution_ids":[]},{"raw_affiliation_string":", National Technical University of Ukraine, Kyiv, Ukraine","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005677484","display_name":"Olena Nosovets","orcid":"https://orcid.org/0000-0003-1288-3528"},"institutions":[{"id":"https://openalex.org/I202483615","display_name":"National Technical University of Ukraine \u201cIgor Sikorsky Kyiv Polytechnic Institute\u201d","ror":"https://ror.org/00syn5v21","country_code":"UA","type":"education","lineage":["https://openalex.org/I202483615"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Olena Nosovets","raw_affiliation_strings":["Department of biomedical cybernetics, “Igor Sikorsky Kyiv Polytechnic Institute”, National Technical University of Ukraine, Kyiv, Ukraine",", National Technical University of Ukraine, Kyiv, Ukraine","Department of biomedical cybernetics, &#x201C","Igor Sikorsky Kyiv Polytechnic Institute&#x201D"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of biomedical cybernetics, “Igor Sikorsky Kyiv Polytechnic Institute”, National Technical University of Ukraine, Kyiv, Ukraine","institution_ids":["https://openalex.org/I202483615"]},{"raw_affiliation_string":", National Technical University of Ukraine, Kyiv, Ukraine","institution_ids":[]},{"raw_affiliation_string":"Department of biomedical cybernetics, &#x201C","institution_ids":[]},{"raw_affiliation_string":"Igor Sikorsky Kyiv Polytechnic Institute&#x201D","institution_ids":["https://openalex.org/I202483615"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046466939","display_name":"Mykola Linnik","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mykola Linnik","raw_affiliation_strings":["Department of Epidemiology and Organizational Problems of Phthisiology, F. G. Yanovsky National Institute of Phthisiology and Pulmonology of the NAMS of Ukraine, Kyiv, Ukraine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Epidemiology and Organizational Problems of Phthisiology, F. G. Yanovsky National Institute of Phthisiology and Pulmonology of the NAMS of Ukraine, Kyiv, Ukraine","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055802658","display_name":"Oleksandr Davydko","orcid":"https://orcid.org/0000-0002-6048-4639"},"institutions":[{"id":"https://openalex.org/I202483615","display_name":"National Technical University of Ukraine \u201cIgor Sikorsky Kyiv Polytechnic Institute\u201d","ror":"https://ror.org/00syn5v21","country_code":"UA","type":"education","lineage":["https://openalex.org/I202483615"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Oleksandr Davydko","raw_affiliation_strings":["Department of biomedical cybernetics, “Igor Sikorsky Kyiv Polytechnic Institute”, National Technical University of Ukraine, Kyiv, Ukraine",", National Technical University of Ukraine, Kyiv, Ukraine","Igor Sikorsky Kyiv Polytechnic Institute&#x201D","Department of biomedical cybernetics, &#x201C"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of biomedical cybernetics, “Igor Sikorsky Kyiv Polytechnic Institute”, National Technical University of Ukraine, Kyiv, Ukraine","institution_ids":["https://openalex.org/I202483615"]},{"raw_affiliation_string":", National Technical University of Ukraine, Kyiv, Ukraine","institution_ids":[]},{"raw_affiliation_string":"Igor Sikorsky Kyiv Polytechnic Institute&#x201D","institution_ids":["https://openalex.org/I202483615"]},{"raw_affiliation_string":"Department of biomedical cybernetics, &#x201C","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087855252","display_name":"Vladimir Pavlov","orcid":"https://orcid.org/0000-0002-3293-5308"},"institutions":[{"id":"https://openalex.org/I202483615","display_name":"National Technical University of Ukraine \u201cIgor Sikorsky Kyiv Polytechnic Institute\u201d","ror":"https://ror.org/00syn5v21","country_code":"UA","type":"education","lineage":["https://openalex.org/I202483615"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Vladimir Pavlov","raw_affiliation_strings":["Department of biomedical cybernetics, “Igor Sikorsky Kyiv Polytechnic Institute”, National Technical University of Ukraine, Kyiv, Ukraine",", National Technical University of Ukraine, Kyiv, Ukraine","Department of biomedical cybernetics, &#x201C","Igor Sikorsky Kyiv Polytechnic Institute&#x201D"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of biomedical cybernetics, “Igor Sikorsky Kyiv Polytechnic Institute”, National Technical University of Ukraine, Kyiv, Ukraine","institution_ids":["https://openalex.org/I202483615"]},{"raw_affiliation_string":", National Technical University of Ukraine, Kyiv, Ukraine","institution_ids":[]},{"raw_affiliation_string":"Department of biomedical cybernetics, &#x201C","institution_ids":[]},{"raw_affiliation_string":"Igor Sikorsky Kyiv Polytechnic Institute&#x201D","institution_ids":["https://openalex.org/I202483615"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069755399","display_name":"\u0404\u0432\u0433\u0435\u043d \u041d\u0430\u0441\u0442\u0435\u043d\u043a\u043e","orcid":"https://orcid.org/0000-0002-1076-9337"},"institutions":[{"id":"https://openalex.org/I202483615","display_name":"National Technical University of Ukraine \u201cIgor Sikorsky Kyiv Polytechnic Institute\u201d","ror":"https://ror.org/00syn5v21","country_code":"UA","type":"education","lineage":["https://openalex.org/I202483615"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Ievgen Nastenko","raw_affiliation_strings":["Department of biomedical cybernetics, “Igor Sikorsky Kyiv Polytechnic Institute”, National Technical University of Ukraine, Kyiv, Ukraine",", National Technical University of Ukraine, Kyiv, Ukraine","Igor Sikorsky Kyiv Polytechnic Institute&#x201D","Department of biomedical cybernetics, &#x201C"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of biomedical cybernetics, “Igor Sikorsky Kyiv Polytechnic Institute”, National Technical University of Ukraine, Kyiv, Ukraine","institution_ids":["https://openalex.org/I202483615"]},{"raw_affiliation_string":", National Technical University of Ukraine, Kyiv, Ukraine","institution_ids":[]},{"raw_affiliation_string":"Igor Sikorsky Kyiv Polytechnic Institute&#x201D","institution_ids":["https://openalex.org/I202483615"]},{"raw_affiliation_string":"Department of biomedical cybernetics, &#x201C","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"385","last_page":"389"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.853600025177002,"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"}},"topics":[{"id":"https://openalex.org/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.853600025177002,"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/T12734","display_name":"Information Systems and Technology Applications","score":0.8532999753952026,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.8313000202178955,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/grayscale","display_name":"Grayscale","score":0.8647767305374146},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6184883713722229},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.616023063659668},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5785784125328064},{"id":"https://openalex.org/keywords/histogram","display_name":"Histogram","score":0.41375818848609924},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.1321268379688263}],"concepts":[{"id":"https://openalex.org/C78201319","wikidata":"https://www.wikidata.org/wiki/Q685727","display_name":"Grayscale","level":3,"score":0.8647767305374146},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6184883713722229},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.616023063659668},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5785784125328064},{"id":"https://openalex.org/C53533937","wikidata":"https://www.wikidata.org/wiki/Q185020","display_name":"Histogram","level":3,"score":0.41375818848609924},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.1321268379688263},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/csit52700.2021.9648747","is_oa":false,"landing_page_url":"https://doi.org/10.1109/csit52700.2021.9648747","pdf_url":null,"source":{"id":"https://openalex.org/S4363608067","display_name":"2021 IEEE 16th International Conference on Computer Sciences and Information Technologies (CSIT)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 16th International Conference on Computer Sciences and Information Technologies (CSIT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5699999928474426,"id":"https://metadata.un.org/sdg/15","display_name":"Life in Land"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W1661871015","https://openalex.org/W2003304826","https://openalex.org/W2017337590","https://openalex.org/W2029685080","https://openalex.org/W2083970667","https://openalex.org/W2562498401","https://openalex.org/W2770839727","https://openalex.org/W2901437575","https://openalex.org/W2944349618","https://openalex.org/W2948336782","https://openalex.org/W2989456477","https://openalex.org/W3134204408","https://openalex.org/W3134283265","https://openalex.org/W3151566873","https://openalex.org/W3175955946","https://openalex.org/W3179778247","https://openalex.org/W6636914306","https://openalex.org/W6746404259","https://openalex.org/W6763286748","https://openalex.org/W6791683707"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W115686965","https://openalex.org/W2768918307","https://openalex.org/W2040020606","https://openalex.org/W2649341231","https://openalex.org/W4380449972","https://openalex.org/W2032060170","https://openalex.org/W1555939286","https://openalex.org/W2033914206","https://openalex.org/W2042327336"],"abstract_inverted_index":{"This":[0],"work":[1],"proposes":[2],"a":[3,61,76,80],"class":[4],"oriented":[5],"technology":[6,84,122],"for":[7,22,105,125,200],"features":[8,68,152],"ensembles":[9,25,47],"formation":[10],"based":[11,59],"on":[12,60,65,95,132],"preliminary":[13],"sequential":[14,82],"selection":[15,26,48,83],"by":[16,27,55,113,205],"interclass":[17],"and":[18,85,129,215],"intraclass":[19],"dispersion":[20],"criteria":[21],"final":[23,51,97],"promising":[24],"the":[28,36,45,50,56,66,96,110,114,140,179,185,196,201,206,218],"combinational":[29],"criterion":[30],"of":[31,35,44,78,109,117,127,139,143,150,181,189,213,217,220],"correlation":[32],"with":[33,107],"classes":[34],"most":[37],"pairwise":[38],"independent":[39],"features.":[40],"The":[41,99,120],"speeding":[42],"up":[43],"complete":[46],"at":[49],"stage":[52],"is":[53,72,137],"realized":[54],"self-organization":[57],"procedure":[58],"genetic":[62],"algorithm.":[63],"Depending":[64],"primary":[67,154],"set":[69],"structure,":[70],"it":[71],"possible":[73],"to":[74,89],"obtain":[75],"design":[77],"both":[79],"single":[81],"parallel":[86],"processing":[87],"according":[88],"given":[90],"channels,":[91],"which":[92,136],"are":[93],"combined":[94],"stage.":[98],"Random":[100],"Forest":[101],"algorithm":[102],"was":[103,123,191],"used":[104,124,147],"classification":[106,190],"optimization":[108],"voting":[111],"function":[112],"group":[115],"method":[116],"data":[118],"handling.":[119],"provided":[121,204],"differentiation":[126],"sensitive":[128],"resistant":[130],"tuberculosis":[131],"patient":[133],"CT":[134],"images,":[135,186],"one":[138],"urgent":[141],"needs":[142],"modern":[144],"medicine.":[145],"We":[146],"matrix":[148],"elements":[149],"textural":[151],"as":[153],"features:":[155],"Grayscale":[156,160,163,167,171],"Colors":[157],"Matching":[158],"Matrix,":[159,162,166,170,173],"Spacing":[161],"Leap":[164],"Length":[165],"Tone":[168],"Difference":[169],"Dependency":[172],"Gray":[174],"Level":[175],"Histogram":[176],"Matrix.":[177],"For":[178],"regions":[180],"interest":[182],"highlighted":[183],"in":[184,195],"high":[187],"quality":[188],"obtained:":[192],"85%":[193],"accuracy":[194],"examination":[197],"sample.":[198],"Data":[199],"research":[202],"were":[203],"State":[207],"Institution":[208],"“F.G.":[209],"Yanovsky":[210],"National":[211],"Institute":[212],"Phthisiology":[214],"Pulmonology":[216],"NAMS":[219],"Ukraine”.":[221]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}