{"id":"https://openalex.org/W1935832382","doi":"https://doi.org/10.1007/3-540-56804-2_37","title":"Should decision trees be learned from examples or from decision rules?","display_name":"Should decision trees be learned from examples or from decision rules?","publication_year":1993,"publication_date":"1993-01-01","ids":{"openalex":"https://openalex.org/W1935832382","doi":"https://doi.org/10.1007/3-540-56804-2_37","mag":"1935832382"},"language":"en","primary_location":{"id":"doi:10.1007/3-540-56804-2_37","is_oa":false,"landing_page_url":"https://doi.org/10.1007/3-540-56804-2_37","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","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/A5009516719","display_name":"Ibrahim F. Imam","orcid":null},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Ibrahim F. Imam","raw_affiliation_strings":["Center for Artificial Intelligence, George Mason University, USA","George Mason University"],"affiliations":[{"raw_affiliation_string":"Center for Artificial Intelligence, George Mason University, USA","institution_ids":["https://openalex.org/I162714631"]},{"raw_affiliation_string":"George Mason University","institution_ids":["https://openalex.org/I162714631"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108082211","display_name":"Ryszard S. Michalski","orcid":null},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ryszard S. Michalski","raw_affiliation_strings":["Center for Artificial Intelligence, George Mason University, USA","George Mason University"],"affiliations":[{"raw_affiliation_string":"Center for Artificial Intelligence, George Mason University, USA","institution_ids":["https://openalex.org/I162714631"]},{"raw_affiliation_string":"George Mason University","institution_ids":["https://openalex.org/I162714631"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5009516719"],"corresponding_institution_ids":["https://openalex.org/I162714631"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.9873,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.78998384,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"395","last_page":"404"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9983000159263611,"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"}},"topics":[{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9983000159263611,"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/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9871000051498413,"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":0.9833999872207642,"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/decision-tree","display_name":"Decision tree","score":0.8521323204040527},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8167933225631714},{"id":"https://openalex.org/keywords/incremental-decision-tree","display_name":"Incremental decision tree","score":0.5736445784568787},{"id":"https://openalex.org/keywords/alternating-decision-tree","display_name":"Alternating decision tree","score":0.5544400811195374},{"id":"https://openalex.org/keywords/decision-rule","display_name":"Decision rule","score":0.539897084236145},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5304262638092041},{"id":"https://openalex.org/keywords/decision-tree-learning","display_name":"Decision tree learning","score":0.5254732370376587},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5201326012611389},{"id":"https://openalex.org/keywords/simplicity","display_name":"Simplicity","score":0.4855039119720459},{"id":"https://openalex.org/keywords/influence-diagram","display_name":"Influence diagram","score":0.46686601638793945},{"id":"https://openalex.org/keywords/decision-stump","display_name":"Decision stump","score":0.4647919833660126},{"id":"https://openalex.org/keywords/decision-analysis","display_name":"Decision analysis","score":0.45542022585868835},{"id":"https://openalex.org/keywords/optimal-decision","display_name":"Optimal decision","score":0.4470309615135193},{"id":"https://openalex.org/keywords/id3-algorithm","display_name":"ID3 algorithm","score":0.4453919529914856},{"id":"https://openalex.org/keywords/disadvantage","display_name":"Disadvantage","score":0.44260498881340027},{"id":"https://openalex.org/keywords/decision-engineering","display_name":"Decision engineering","score":0.42986708879470825},{"id":"https://openalex.org/keywords/decision-problem","display_name":"Decision problem","score":0.4165734350681305},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"Decision support system","score":0.3251412510871887},{"id":"https://openalex.org/keywords/business-decision-mapping","display_name":"Business decision mapping","score":0.2844636142253876},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.22561299800872803},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.15217283368110657},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.06229168176651001}],"concepts":[{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.8521323204040527},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8167933225631714},{"id":"https://openalex.org/C10229987","wikidata":"https://www.wikidata.org/wiki/Q17083028","display_name":"Incremental decision tree","level":4,"score":0.5736445784568787},{"id":"https://openalex.org/C120136583","wikidata":"https://www.wikidata.org/wiki/Q4736414","display_name":"Alternating decision tree","level":5,"score":0.5544400811195374},{"id":"https://openalex.org/C84839998","wikidata":"https://www.wikidata.org/wiki/Q5249245","display_name":"Decision rule","level":2,"score":0.539897084236145},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5304262638092041},{"id":"https://openalex.org/C5481197","wikidata":"https://www.wikidata.org/wiki/Q16766476","display_name":"Decision tree learning","level":3,"score":0.5254732370376587},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5201326012611389},{"id":"https://openalex.org/C2776372474","wikidata":"https://www.wikidata.org/wiki/Q508291","display_name":"Simplicity","level":2,"score":0.4855039119720459},{"id":"https://openalex.org/C20837028","wikidata":"https://www.wikidata.org/wiki/Q623966","display_name":"Influence diagram","level":3,"score":0.46686601638793945},{"id":"https://openalex.org/C141291300","wikidata":"https://www.wikidata.org/wiki/Q5249244","display_name":"Decision stump","level":5,"score":0.4647919833660126},{"id":"https://openalex.org/C186116695","wikidata":"https://www.wikidata.org/wiki/Q5249226","display_name":"Decision analysis","level":2,"score":0.45542022585868835},{"id":"https://openalex.org/C150325174","wikidata":"https://www.wikidata.org/wiki/Q4335500","display_name":"Optimal decision","level":3,"score":0.4470309615135193},{"id":"https://openalex.org/C183931066","wikidata":"https://www.wikidata.org/wiki/Q1653378","display_name":"ID3 algorithm","level":5,"score":0.4453919529914856},{"id":"https://openalex.org/C2777673361","wikidata":"https://www.wikidata.org/wiki/Q5281228","display_name":"Disadvantage","level":2,"score":0.44260498881340027},{"id":"https://openalex.org/C135115379","wikidata":"https://www.wikidata.org/wiki/Q2750514","display_name":"Decision engineering","level":4,"score":0.42986708879470825},{"id":"https://openalex.org/C115988155","wikidata":"https://www.wikidata.org/wiki/Q3262192","display_name":"Decision problem","level":2,"score":0.4165734350681305},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.3251412510871887},{"id":"https://openalex.org/C97944126","wikidata":"https://www.wikidata.org/wiki/Q5001864","display_name":"Business decision mapping","level":3,"score":0.2844636142253876},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.22561299800872803},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.15217283368110657},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.06229168176651001},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","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":"doi:10.1007/3-540-56804-2_37","is_oa":false,"landing_page_url":"https://doi.org/10.1007/3-540-56804-2_37","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.800000011920929,"display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W6460828","https://openalex.org/W153647241","https://openalex.org/W1171100998","https://openalex.org/W1511258356","https://openalex.org/W1570286060","https://openalex.org/W1594031697","https://openalex.org/W1596324102","https://openalex.org/W1861161664","https://openalex.org/W1999011285","https://openalex.org/W2074584355","https://openalex.org/W2149706766","https://openalex.org/W2159047538","https://openalex.org/W2335322260","https://openalex.org/W3085162807","https://openalex.org/W3121299688","https://openalex.org/W4235570552","https://openalex.org/W4236137412","https://openalex.org/W4247767684","https://openalex.org/W6600248863","https://openalex.org/W6606172512","https://openalex.org/W6639146948","https://openalex.org/W6843735874"],"related_works":["https://openalex.org/W3130568217","https://openalex.org/W2134772268","https://openalex.org/W2356463514","https://openalex.org/W1129665612","https://openalex.org/W3117017830","https://openalex.org/W4387869645","https://openalex.org/W1648970942","https://openalex.org/W2097623353","https://openalex.org/W97367898","https://openalex.org/W2011862483"],"abstract_inverted_index":null,"counts_by_year":[{"year":2024,"cited_by_count":5},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2014,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
