{"id":"https://openalex.org/W4382295592","doi":"https://doi.org/10.3390/a16050246","title":"Subgroup Discovery in Machine Learning Problems with Formal Concepts Analysis and Test Theory Algorithms","display_name":"Subgroup Discovery in Machine Learning Problems with Formal Concepts Analysis and Test Theory Algorithms","publication_year":2023,"publication_date":"2023-05-09","ids":{"openalex":"https://openalex.org/W4382295592","doi":"https://doi.org/10.3390/a16050246"},"language":"en","primary_location":{"id":"doi:10.3390/a16050246","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a16050246","pdf_url":"https://www.mdpi.com/1999-4893/16/5/246/pdf?version=1683693007","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1999-4893/16/5/246/pdf?version=1683693007","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5081253409","display_name":"Igor Masich","orcid":"https://orcid.org/0000-0002-3997-342X"},"institutions":[{"id":"https://openalex.org/I4210105890","display_name":"Siberian State University of Telecommunications and Information Science","ror":"https://ror.org/019vbp610","country_code":"RU","type":"education","lineage":["https://openalex.org/I4210105890"]},{"id":"https://openalex.org/I4853710","display_name":"Siberian Federal University","ror":"https://ror.org/05fw97k56","country_code":"RU","type":"education","lineage":["https://openalex.org/I4853710"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Igor Masich","raw_affiliation_strings":["Institute of Informatics and Telecommunications, Reshetnev Siberian State University of Science and Technology, 31 Krasnoyarsky Rabochy Prospekt, 660037 Krasnoyarsk, Russia","Laboratory \u201cHybrid Methods of Modeling and Optimization in Complex Systems\u201d, Siberian Federal University, 79 Svobodny Prospekt, 660041 Krasnoyarsk, Russia","Laboratory \"Hybrid Methods of Modeling and Optimization in Complex Systems\", Siberian Federal University, 79 Svobodny Prospekt, 660041 Krasnoyarsk, Russia"],"affiliations":[{"raw_affiliation_string":"Institute of Informatics and Telecommunications, Reshetnev Siberian State University of Science and Technology, 31 Krasnoyarsky Rabochy Prospekt, 660037 Krasnoyarsk, Russia","institution_ids":["https://openalex.org/I4210105890"]},{"raw_affiliation_string":"Laboratory \u201cHybrid Methods of Modeling and Optimization in Complex Systems\u201d, Siberian Federal University, 79 Svobodny Prospekt, 660041 Krasnoyarsk, Russia","institution_ids":["https://openalex.org/I4853710"]},{"raw_affiliation_string":"Laboratory \"Hybrid Methods of Modeling and Optimization in Complex Systems\", Siberian Federal University, 79 Svobodny Prospekt, 660041 Krasnoyarsk, Russia","institution_ids":["https://openalex.org/I4853710"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069262564","display_name":"Natalya Rezova","orcid":"https://orcid.org/0000-0002-1149-3299"},"institutions":[{"id":"https://openalex.org/I4210105890","display_name":"Siberian State University of Telecommunications and Information Science","ror":"https://ror.org/019vbp610","country_code":"RU","type":"education","lineage":["https://openalex.org/I4210105890"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Natalya Rezova","raw_affiliation_strings":["Institute of Informatics and Telecommunications, Reshetnev Siberian State University of Science and Technology, 31 Krasnoyarsky Rabochy Prospekt, 660037 Krasnoyarsk, Russia"],"affiliations":[{"raw_affiliation_string":"Institute of Informatics and Telecommunications, Reshetnev Siberian State University of Science and Technology, 31 Krasnoyarsky Rabochy Prospekt, 660037 Krasnoyarsk, Russia","institution_ids":["https://openalex.org/I4210105890"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029724336","display_name":"Guzel Shkaberina","orcid":"https://orcid.org/0000-0001-8257-7329"},"institutions":[{"id":"https://openalex.org/I4210105890","display_name":"Siberian State University of Telecommunications and Information Science","ror":"https://ror.org/019vbp610","country_code":"RU","type":"education","lineage":["https://openalex.org/I4210105890"]},{"id":"https://openalex.org/I4853710","display_name":"Siberian Federal University","ror":"https://ror.org/05fw97k56","country_code":"RU","type":"education","lineage":["https://openalex.org/I4853710"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Guzel Shkaberina","raw_affiliation_strings":["Institute of Informatics and Telecommunications, Reshetnev Siberian State University of Science and Technology, 31 Krasnoyarsky Rabochy Prospekt, 660037 Krasnoyarsk, Russia","Laboratory \u201cHybrid Methods of Modeling and Optimization in Complex Systems\u201d, Siberian Federal University, 79 Svobodny Prospekt, 660041 Krasnoyarsk, Russia","Laboratory \"Hybrid Methods of Modeling and Optimization in Complex Systems\", Siberian Federal University, 79 Svobodny Prospekt, 660041 Krasnoyarsk, Russia"],"affiliations":[{"raw_affiliation_string":"Institute of Informatics and Telecommunications, Reshetnev Siberian State University of Science and Technology, 31 Krasnoyarsky Rabochy Prospekt, 660037 Krasnoyarsk, Russia","institution_ids":["https://openalex.org/I4210105890"]},{"raw_affiliation_string":"Laboratory \u201cHybrid Methods of Modeling and Optimization in Complex Systems\u201d, Siberian Federal University, 79 Svobodny Prospekt, 660041 Krasnoyarsk, Russia","institution_ids":["https://openalex.org/I4853710"]},{"raw_affiliation_string":"Laboratory \"Hybrid Methods of Modeling and Optimization in Complex Systems\", Siberian Federal University, 79 Svobodny Prospekt, 660041 Krasnoyarsk, Russia","institution_ids":["https://openalex.org/I4853710"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103180125","display_name":"Sergei Mironov","orcid":"https://orcid.org/0000-0003-3699-5006"},"institutions":[{"id":"https://openalex.org/I4210105890","display_name":"Siberian State University of Telecommunications and Information Science","ror":"https://ror.org/019vbp610","country_code":"RU","type":"education","lineage":["https://openalex.org/I4210105890"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Sergei Mironov","raw_affiliation_strings":["Institute of Informatics and Telecommunications, Reshetnev Siberian State University of Science and Technology, 31 Krasnoyarsky Rabochy Prospekt, 660037 Krasnoyarsk, Russia"],"affiliations":[{"raw_affiliation_string":"Institute of Informatics and Telecommunications, Reshetnev Siberian State University of Science and Technology, 31 Krasnoyarsky Rabochy Prospekt, 660037 Krasnoyarsk, Russia","institution_ids":["https://openalex.org/I4210105890"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045765061","display_name":"Mariya Bartosh","orcid":"https://orcid.org/0000-0002-9922-0104"},"institutions":[{"id":"https://openalex.org/I4853710","display_name":"Siberian Federal University","ror":"https://ror.org/05fw97k56","country_code":"RU","type":"education","lineage":["https://openalex.org/I4853710"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Mariya Bartosh","raw_affiliation_strings":["Laboratory \u201cHybrid Methods of Modeling and Optimization in Complex Systems\u201d, Siberian Federal University, 79 Svobodny Prospekt, 660041 Krasnoyarsk, Russia","Laboratory \"Hybrid Methods of Modeling and Optimization in Complex Systems\", Siberian Federal University, 79 Svobodny Prospekt, 660041 Krasnoyarsk, Russia"],"affiliations":[{"raw_affiliation_string":"Laboratory \u201cHybrid Methods of Modeling and Optimization in Complex Systems\u201d, Siberian Federal University, 79 Svobodny Prospekt, 660041 Krasnoyarsk, Russia","institution_ids":["https://openalex.org/I4853710"]},{"raw_affiliation_string":"Laboratory \"Hybrid Methods of Modeling and Optimization in Complex Systems\", Siberian Federal University, 79 Svobodny Prospekt, 660041 Krasnoyarsk, Russia","institution_ids":["https://openalex.org/I4853710"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081398489","display_name":"Lev Kazakovtsev","orcid":"https://orcid.org/0000-0002-0667-4001"},"institutions":[{"id":"https://openalex.org/I4210105890","display_name":"Siberian State University of Telecommunications and Information Science","ror":"https://ror.org/019vbp610","country_code":"RU","type":"education","lineage":["https://openalex.org/I4210105890"]},{"id":"https://openalex.org/I4853710","display_name":"Siberian Federal University","ror":"https://ror.org/05fw97k56","country_code":"RU","type":"education","lineage":["https://openalex.org/I4853710"]}],"countries":["RU"],"is_corresponding":true,"raw_author_name":"Lev Kazakovtsev","raw_affiliation_strings":["Institute of Informatics and Telecommunications, Reshetnev Siberian State University of Science and Technology, 31 Krasnoyarsky Rabochy Prospekt, 660037 Krasnoyarsk, Russia","Laboratory \u201cHybrid Methods of Modeling and Optimization in Complex Systems\u201d, Siberian Federal University, 79 Svobodny Prospekt, 660041 Krasnoyarsk, Russia","Laboratory \"Hybrid Methods of Modeling and Optimization in Complex Systems\", Siberian Federal University, 79 Svobodny Prospekt, 660041 Krasnoyarsk, Russia"],"affiliations":[{"raw_affiliation_string":"Institute of Informatics and Telecommunications, Reshetnev Siberian State University of Science and Technology, 31 Krasnoyarsky Rabochy Prospekt, 660037 Krasnoyarsk, Russia","institution_ids":["https://openalex.org/I4210105890"]},{"raw_affiliation_string":"Laboratory \u201cHybrid Methods of Modeling and Optimization in Complex Systems\u201d, Siberian Federal University, 79 Svobodny Prospekt, 660041 Krasnoyarsk, Russia","institution_ids":["https://openalex.org/I4853710"]},{"raw_affiliation_string":"Laboratory \"Hybrid Methods of Modeling and Optimization in Complex Systems\", Siberian Federal University, 79 Svobodny Prospekt, 660041 Krasnoyarsk, Russia","institution_ids":["https://openalex.org/I4853710"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5081398489"],"corresponding_institution_ids":["https://openalex.org/I4210105890","https://openalex.org/I4853710"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":1.2098,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.82957496,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"16","issue":"5","first_page":"246","last_page":"246"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14351","display_name":"Statistical and Computational Modeling","score":0.9937999844551086,"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/T14351","display_name":"Statistical and Computational Modeling","score":0.9937999844551086,"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/T11063","display_name":"Rough Sets and Fuzzy Logic","score":0.9908999800682068,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/interpretability","display_name":"Interpretability","score":0.8083662986755371},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.7395119071006775},{"id":"https://openalex.org/keywords/formal-concept-analysis","display_name":"Formal concept analysis","score":0.7143352031707764},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5624461770057678},{"id":"https://openalex.org/keywords/homogeneous","display_name":"Homogeneous","score":0.5251500606536865},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.47373974323272705},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47304123640060425},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.43603262305259705},{"id":"https://openalex.org/keywords/disjunctive-normal-form","display_name":"Disjunctive normal form","score":0.41932815313339233},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.40051716566085815},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.37143027782440186},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3396894335746765}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.8083662986755371},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7395119071006775},{"id":"https://openalex.org/C76363472","wikidata":"https://www.wikidata.org/wiki/Q1437394","display_name":"Formal concept analysis","level":2,"score":0.7143352031707764},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5624461770057678},{"id":"https://openalex.org/C66882249","wikidata":"https://www.wikidata.org/wiki/Q169336","display_name":"Homogeneous","level":2,"score":0.5251500606536865},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.47373974323272705},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47304123640060425},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.43603262305259705},{"id":"https://openalex.org/C136726353","wikidata":"https://www.wikidata.org/wiki/Q903789","display_name":"Disjunctive normal form","level":2,"score":0.41932815313339233},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.40051716566085815},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.37143027782440186},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3396894335746765},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/a16050246","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a16050246","pdf_url":"https://www.mdpi.com/1999-4893/16/5/246/pdf?version=1683693007","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:560cede863b14a709f61879b62b1106a","is_oa":true,"landing_page_url":"https://doaj.org/article/560cede863b14a709f61879b62b1106a","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Algorithms, Vol 16, Iss 5, p 246 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1999-4893/16/5/246/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/a16050246","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"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":"Algorithms; Volume 16; Issue 5; Pages: 246","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/a16050246","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a16050246","pdf_url":"https://www.mdpi.com/1999-4893/16/5/246/pdf?version=1683693007","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.4300000071525574,"id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G5057159857","display_name":null,"funder_award_id":"075-15-2022-1121","funder_id":"https://openalex.org/F4320327494","funder_display_name":"Ministry of Science and Higher Education of the Russian Federation"},{"id":"https://openalex.org/G597338630","display_name":null,"funder_award_id":"075-15-2022","funder_id":"https://openalex.org/F4320327494","funder_display_name":"Ministry of Science and Higher Education of the Russian Federation"},{"id":"https://openalex.org/G6444257319","display_name":null,"funder_award_id":"075-15-","funder_id":"https://openalex.org/F4320327494","funder_display_name":"Ministry of Science and Higher Education of the Russian Federation"}],"funders":[{"id":"https://openalex.org/F4320327494","display_name":"Ministry of Science and Higher Education of the Russian Federation","ror":null}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4382295592.pdf"},"referenced_works_count":45,"referenced_works":["https://openalex.org/W407014286","https://openalex.org/W1492662904","https://openalex.org/W1500711485","https://openalex.org/W1547577317","https://openalex.org/W1846593508","https://openalex.org/W1963664539","https://openalex.org/W1966322836","https://openalex.org/W1968634870","https://openalex.org/W1981043030","https://openalex.org/W2004022680","https://openalex.org/W2005006676","https://openalex.org/W2023517821","https://openalex.org/W2034341843","https://openalex.org/W2038407439","https://openalex.org/W2044322962","https://openalex.org/W2051227029","https://openalex.org/W2058688338","https://openalex.org/W2063813235","https://openalex.org/W2070468815","https://openalex.org/W2074310030","https://openalex.org/W2095861442","https://openalex.org/W2132792344","https://openalex.org/W2150593711","https://openalex.org/W2153058820","https://openalex.org/W2154847103","https://openalex.org/W2171297427","https://openalex.org/W2487573296","https://openalex.org/W2527446059","https://openalex.org/W2544046052","https://openalex.org/W2550637989","https://openalex.org/W2590078805","https://openalex.org/W2626963793","https://openalex.org/W2789264883","https://openalex.org/W2900265252","https://openalex.org/W2952061350","https://openalex.org/W2999010901","https://openalex.org/W3172307526","https://openalex.org/W3173391013","https://openalex.org/W4200323666","https://openalex.org/W4231751161","https://openalex.org/W4234536190","https://openalex.org/W4255061073","https://openalex.org/W4312176180","https://openalex.org/W6629250766","https://openalex.org/W6639044276"],"related_works":["https://openalex.org/W2905433371","https://openalex.org/W2888392564","https://openalex.org/W4310278675","https://openalex.org/W4388422664","https://openalex.org/W4390569940","https://openalex.org/W4361193272","https://openalex.org/W2963326959","https://openalex.org/W4388685194","https://openalex.org/W4312407344","https://openalex.org/W4382295592"],"abstract_inverted_index":{"A":[0,229],"number":[1,35,93],"of":[2,5,8,19,28,32,36,84,96,102,106,125,150,167,170,180,189,206,212,225,241,254],"real-world":[3],"problems":[4],"automatic":[6],"grouping":[7,55],"objects":[9],"or":[10],"clustering":[11,126,240],"require":[12],"a":[13,40,58,78,168,210],"reasonable":[14],"solution":[15],"and":[16,45,51,94,99,137,182,191,208,257,266],"the":[17,21,26,53,72,82,88,91,100,103,123,148,155,165,223,226,234,261],"possibility":[18],"interpreting":[20],"result.":[22],"More":[23],"specific":[24],"is":[25,42,47,121,231,245],"problem":[27,73,79,124,149],"identifying":[29,111],"homogeneous":[30,112,187,204],"subgroups":[31,113,188,205],"objects.":[33,242],"The":[34,108,195,251],"groups":[37],"in":[38,164],"such":[39],"dataset":[41],"not":[43],"specified,":[44],"it":[46,199],"required":[48],"to":[49,77,110,130,146,178,201,268],"justify":[50],"describe":[52],"proposed":[54,196],"model.":[56],"As":[57],"tool":[59],"for":[60,90,118,238,260],"interpretable":[61],"machine":[62],"learning,":[63],"we":[64,86],"consider":[65],"formal":[66,171],"concept":[67],"analysis":[68],"(FCA).":[69],"To":[70],"reduce":[71],"with":[74,233],"real":[75],"attributes":[76],"that":[80,222],"allows":[81],"use":[83,87],"FCA,":[85],"search":[89],"optimal":[92],"location":[95],"cut":[97],"points":[98],"optimization":[101],"support":[104],"set":[105],"attributes.":[107],"approach":[109,197],"was":[114],"tested":[115],"on":[116],"tasks":[117],"which":[119,215],"interpretability":[120],"important:":[122],"industrial":[127],"products":[128],"according":[129,177],"primary":[131],"tests":[132],"(for":[133],"example,":[134],"transistors,":[135],"diodes,":[136],"microcircuits)":[138],"as":[139,141,186,219],"well":[140],"gene":[142],"expression":[143],"data":[144,156],"(collected":[145],"solve":[147],"predicting":[151],"cancerous":[152],"tumors).":[153],"For":[154],"under":[157],"consideration,":[158],"logical":[159,255],"concepts":[160,174,256,259],"are":[161,175,264],"identified,":[162],"formed":[163],"form":[166],"lattice":[169],"concepts.":[172,250],"Revealed":[173],"evaluated":[176],"indicators":[179],"informativeness":[181],"can":[183,216],"be":[184,217],"considered":[185,218,262],"elements":[190,207,224],"their":[192,213],"indicative":[193],"descriptions.":[194],"makes":[198],"possible":[200],"single":[202],"out":[203],"provides":[209],"description":[211],"characteristics,":[214],"tougher":[220],"norms":[221],"subgroup":[227],"satisfy.":[228],"comparison":[230],"made":[232],"COBWEB":[235],"algorithm":[236,244],"designed":[237],"conceptual":[239],"This":[243],"aimed":[246],"at":[247],"discovering":[248],"probabilistic":[249,258],"resulting":[252],"lattices":[253],"datasets":[263],"simple":[265],"easy":[267],"interpret.":[269]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2023-06-28T00:00:00"}