{"id":"https://openalex.org/W4200425376","doi":"https://doi.org/10.3390/e23121682","title":"Minimum Query Set for Decision Tree Construction","display_name":"Minimum Query Set for Decision Tree Construction","publication_year":2021,"publication_date":"2021-12-14","ids":{"openalex":"https://openalex.org/W4200425376","doi":"https://doi.org/10.3390/e23121682","pmid":"https://pubmed.ncbi.nlm.nih.gov/34945988"},"language":"en","primary_location":{"id":"doi:10.3390/e23121682","is_oa":true,"landing_page_url":"https://doi.org/10.3390/e23121682","pdf_url":"https://www.mdpi.com/1099-4300/23/12/1682/pdf?version=1639664006","source":{"id":"https://openalex.org/S195231649","display_name":"Entropy","issn_l":"1099-4300","issn":["1099-4300"],"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":"Entropy","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1099-4300/23/12/1682/pdf?version=1639664006","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5021657351","display_name":"Wojciech Wieczorek","orcid":"https://orcid.org/0000-0003-3191-9151"},"institutions":[{"id":"https://openalex.org/I62088572","display_name":"University of Bielsko-Bia\u0142a","ror":"https://ror.org/01ew38b77","country_code":"PL","type":"education","lineage":["https://openalex.org/I62088572"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Wojciech Wieczorek","raw_affiliation_strings":["Department of Computer Science and Automatics, University of Bielsko-Biala, Willowa 2, 43-309 Bielsko-Bia\u0142a, Poland"],"raw_orcid":"https://orcid.org/0000-0003-3191-9151","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Automatics, University of Bielsko-Biala, Willowa 2, 43-309 Bielsko-Bia\u0142a, Poland","institution_ids":["https://openalex.org/I62088572"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058492651","display_name":"Jan Koz\u00e1k","orcid":"https://orcid.org/0000-0002-2128-6998"},"institutions":[{"id":"https://openalex.org/I188922065","display_name":"University of Economics in Katowice","ror":"https://ror.org/01vxt3d40","country_code":"PL","type":"education","lineage":["https://openalex.org/I188922065"]}],"countries":["PL"],"is_corresponding":true,"raw_author_name":"Jan Kozak","raw_affiliation_strings":["Department of Machine Learning, University of Economics in Katowice, 1 Maja 50, 40-287 Katowice, Poland"],"raw_orcid":"https://orcid.org/0000-0002-2128-6998","affiliations":[{"raw_affiliation_string":"Department of Machine Learning, University of Economics in Katowice, 1 Maja 50, 40-287 Katowice, Poland","institution_ids":["https://openalex.org/I188922065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082516283","display_name":"\u0141ukasz Str\u0105k","orcid":"https://orcid.org/0000-0002-1074-2847"},"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":"\u0141ukasz Str\u0105k","raw_affiliation_strings":["Faculty of Science and Technology, University of Silesia in Katowice, Bankowa 14, 40-007 Katowice, Poland"],"raw_orcid":"https://orcid.org/0000-0002-1074-2847","affiliations":[{"raw_affiliation_string":"Faculty of Science and Technology, University of Silesia in Katowice, Bankowa 14, 40-007 Katowice, Poland","institution_ids":["https://openalex.org/I864159182"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030111607","display_name":"Arkadiusz Nowakowski","orcid":"https://orcid.org/0000-0001-8304-5746"},"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":"Arkadiusz Nowakowski","raw_affiliation_strings":["Faculty of Science and Technology, University of Silesia in Katowice, Bankowa 14, 40-007 Katowice, Poland"],"raw_orcid":"https://orcid.org/0000-0001-8304-5746","affiliations":[{"raw_affiliation_string":"Faculty of Science and Technology, University of Silesia in Katowice, Bankowa 14, 40-007 Katowice, Poland","institution_ids":["https://openalex.org/I864159182"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5058492651"],"corresponding_institution_ids":["https://openalex.org/I188922065"],"apc_list":{"value":2000,"currency":"CHF","value_usd":2227},"apc_paid":{"value":2000,"currency":"CHF","value_usd":2227},"fwci":0.801,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.78543978,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"23","issue":"12","first_page":"1682","last_page":"1682"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.9959999918937683,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9959999918937683,"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/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9944000244140625,"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/T11063","display_name":"Rough Sets and Fuzzy Logic","score":0.9901999831199646,"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/computer-science","display_name":"Computer science","score":0.6470489501953125},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.6313301920890808},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.5357075929641724},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.5336637496948242},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5179864168167114},{"id":"https://openalex.org/keywords/tree","display_name":"Tree (set theory)","score":0.45177996158599854},{"id":"https://openalex.org/keywords/incremental-decision-tree","display_name":"Incremental decision tree","score":0.4498696029186249},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.41392984986305237},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.32691410183906555},{"id":"https://openalex.org/keywords/decision-tree-learning","display_name":"Decision tree learning","score":0.3030717074871063},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2900521159172058},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.25085294246673584},{"id":"https://openalex.org/keywords/combinatorics","display_name":"Combinatorics","score":0.07487925887107849}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6470489501953125},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.6313301920890808},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.5357075929641724},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.5336637496948242},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5179864168167114},{"id":"https://openalex.org/C113174947","wikidata":"https://www.wikidata.org/wiki/Q2859736","display_name":"Tree (set theory)","level":2,"score":0.45177996158599854},{"id":"https://openalex.org/C10229987","wikidata":"https://www.wikidata.org/wiki/Q17083028","display_name":"Incremental decision tree","level":4,"score":0.4498696029186249},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.41392984986305237},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.32691410183906555},{"id":"https://openalex.org/C5481197","wikidata":"https://www.wikidata.org/wiki/Q16766476","display_name":"Decision tree learning","level":3,"score":0.3030717074871063},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2900521159172058},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.25085294246673584},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.07487925887107849},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3390/e23121682","is_oa":true,"landing_page_url":"https://doi.org/10.3390/e23121682","pdf_url":"https://www.mdpi.com/1099-4300/23/12/1682/pdf?version=1639664006","source":{"id":"https://openalex.org/S195231649","display_name":"Entropy","issn_l":"1099-4300","issn":["1099-4300"],"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":"Entropy","raw_type":"journal-article"},{"id":"pmid:34945988","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34945988","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":"Entropy (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:8700169","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8700169","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":"Entropy (Basel)","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:abc2b9d839d24fa18a5aa08c827d6e93","is_oa":true,"landing_page_url":"https://doaj.org/article/abc2b9d839d24fa18a5aa08c827d6e93","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Entropy, Vol 23, Iss 12, p 1682 (2021)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1099-4300/23/12/1682/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/e23121682","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":"Entropy; Volume 23; Issue 12; Pages: 1682","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/e23121682","is_oa":true,"landing_page_url":"https://doi.org/10.3390/e23121682","pdf_url":"https://www.mdpi.com/1099-4300/23/12/1682/pdf?version=1639664006","source":{"id":"https://openalex.org/S195231649","display_name":"Entropy","issn_l":"1099-4300","issn":["1099-4300"],"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":"Entropy","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.4399999976158142}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4200425376.pdf","grobid_xml":"https://content.openalex.org/works/W4200425376.grobid-xml"},"referenced_works_count":21,"referenced_works":["https://openalex.org/W1529181327","https://openalex.org/W1987552279","https://openalex.org/W2090190576","https://openalex.org/W2091342063","https://openalex.org/W2096654243","https://openalex.org/W2142827986","https://openalex.org/W2148423395","https://openalex.org/W2513157222","https://openalex.org/W2810843734","https://openalex.org/W4206080774","https://openalex.org/W4235073302","https://openalex.org/W4236137412","https://openalex.org/W4238363634","https://openalex.org/W4240544755","https://openalex.org/W4241727697","https://openalex.org/W4244921287","https://openalex.org/W4245055982","https://openalex.org/W4292083457","https://openalex.org/W4299796063","https://openalex.org/W4301173492","https://openalex.org/W6673143511"],"related_works":["https://openalex.org/W1982169401","https://openalex.org/W2591672004","https://openalex.org/W4319437832","https://openalex.org/W2030894524","https://openalex.org/W1648970942","https://openalex.org/W4243803609","https://openalex.org/W4387869645","https://openalex.org/W957478802","https://openalex.org/W2356463514","https://openalex.org/W2350430350"],"abstract_inverted_index":{"A":[0],"new":[1],"two-stage":[2],"method":[3,98],"for":[4,34,87],"the":[5,19,28,62],"construction":[6],"of":[7,21,31,61,82,110],"a":[8,22,76,80],"decision":[9,73],"tree":[10,74],"is":[11,16,27,51],"developed.":[12],"The":[13,53],"first":[14],"stage":[15,64],"based":[17],"on":[18],"definition":[20],"minimum":[23],"query":[24],"set,":[25,45],"which":[26,35,66],"smallest":[29],"set":[30,57],"attribute-value":[32],"pairs":[33],"any":[36],"two":[37],"objects":[38],"can":[39],"be":[40,93],"distinguished.":[41],"To":[42],"obtain":[43],"this":[44,56],"an":[46,71,96],"appropriate":[47],"linear":[48],"programming":[49],"model":[50],"proposed.":[52],"queries":[54],"from":[55],"are":[58],"building":[59],"blocks":[60],"second":[63],"in":[65,108],"we":[67,84],"try":[68],"to":[69,99],"find":[70],"optimal":[72],"using":[75],"genetic":[77],"algorithm.":[78],"In":[79],"series":[81],"experiments,":[83],"show":[85],"that":[86],"some":[88],"databases,":[89],"our":[90],"approach":[91],"should":[92],"considered":[94],"as":[95],"alternative":[97],"classical":[100],"ones":[101],"(CART,":[102],"C4.5)":[103],"and":[104],"other":[105],"heuristic":[106],"approaches":[107],"terms":[109],"classification":[111],"quality.":[112]},"counts_by_year":[{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-08-11T07:18:39.950985","created_date":"2025-10-10T00:00:00"}
