{"id":"https://openalex.org/W2155456901","doi":"https://doi.org/10.1109/icdim.2007.4444238","title":"Pattern-based decision tree construction","display_name":"Pattern-based decision tree construction","publication_year":2007,"publication_date":"2007-01-01","ids":{"openalex":"https://openalex.org/W2155456901","doi":"https://doi.org/10.1109/icdim.2007.4444238","mag":"2155456901"},"language":"en","primary_location":{"id":"doi:10.1109/icdim.2007.4444238","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icdim.2007.4444238","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2007 2nd International Conference on Digital Information Management","raw_type":"proceedings-article"},"type":"article","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/A5022119069","display_name":"Dominique Gay","orcid":"https://orcid.org/0000-0002-0671-4616"},"institutions":[{"id":"https://openalex.org/I102190016","display_name":"University of New Caledonia","ror":"https://ror.org/02jrgcx64","country_code":"NC","type":"education","lineage":["https://openalex.org/I102190016"]}],"countries":["NC"],"is_corresponding":true,"raw_author_name":"Dominique Gay","raw_affiliation_strings":["ERIM, University of New Caledonia, Noumea, France"],"affiliations":[{"raw_affiliation_string":"ERIM, University of New Caledonia, Noumea, France","institution_ids":["https://openalex.org/I102190016"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022044678","display_name":"Nazha Selmaoui\u2010Folcher","orcid":"https://orcid.org/0000-0003-1667-3819"},"institutions":[{"id":"https://openalex.org/I102190016","display_name":"University of New Caledonia","ror":"https://ror.org/02jrgcx64","country_code":"NC","type":"education","lineage":["https://openalex.org/I102190016"]}],"countries":["NC"],"is_corresponding":false,"raw_author_name":"Nazha Selmaoui","raw_affiliation_strings":["ERIM, University of New Caledonia, Noumea, France"],"affiliations":[{"raw_affiliation_string":"ERIM, University of New Caledonia, Noumea, France","institution_ids":["https://openalex.org/I102190016"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5111491370","display_name":"Jean\u2010Fran\u00e7ois Boulicaut","orcid":null},"institutions":[{"id":"https://openalex.org/I4210155607","display_name":"Laboratoire d'Informatique en Images et Syst\u00e8mes d'Information","ror":"https://ror.org/04dv4he91","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I112936343","https://openalex.org/I1294671590","https://openalex.org/I188626449","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I4210155607","https://openalex.org/I48430043"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Jean-Francois Boulicaut","raw_affiliation_strings":["NSA-Lyo, LIRIS CNRS UMR 5205, Villeurbanne, France"],"affiliations":[{"raw_affiliation_string":"NSA-Lyo, LIRIS CNRS UMR 5205, Villeurbanne, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210155607"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5022119069"],"corresponding_institution_ids":["https://openalex.org/I102190016"],"apc_list":null,"apc_paid":null,"fwci":1.5825,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.89351845,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"1910","issue":null,"first_page":"291","last_page":"296"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9997000098228455,"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":0.9997000098228455,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9951000213623047,"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/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.992900013923645,"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/discriminative-model","display_name":"Discriminative model","score":0.8134909868240356},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.7670270204544067},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6763385534286499},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.6304285526275635},{"id":"https://openalex.org/keywords/associative-property","display_name":"Associative property","score":0.6278232932090759},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5746346712112427},{"id":"https://openalex.org/keywords/association-rule-learning","display_name":"Association rule learning","score":0.5443791747093201},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5042003393173218},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.45250922441482544},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3915327191352844},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.18279024958610535}],"concepts":[{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.8134909868240356},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.7670270204544067},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6763385534286499},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6304285526275635},{"id":"https://openalex.org/C159423971","wikidata":"https://www.wikidata.org/wiki/Q177251","display_name":"Associative property","level":2,"score":0.6278232932090759},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5746346712112427},{"id":"https://openalex.org/C193524817","wikidata":"https://www.wikidata.org/wiki/Q386780","display_name":"Association rule learning","level":2,"score":0.5443791747093201},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5042003393173218},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.45250922441482544},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3915327191352844},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.18279024958610535},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icdim.2007.4444238","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icdim.2007.4444238","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2007 2nd International Conference on Digital Information Management","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10","score":0.6200000047683716}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1506285740","https://openalex.org/W1549375056","https://openalex.org/W1570448133","https://openalex.org/W1585743408","https://openalex.org/W1623342295","https://openalex.org/W1966666559","https://openalex.org/W2038812321","https://openalex.org/W2047893093","https://openalex.org/W2068881536","https://openalex.org/W2084812512","https://openalex.org/W2105309441","https://openalex.org/W2125055259","https://openalex.org/W2129555316","https://openalex.org/W2142044698","https://openalex.org/W2154642793","https://openalex.org/W2167681385","https://openalex.org/W2167699232","https://openalex.org/W4298271807","https://openalex.org/W6630198464","https://openalex.org/W6634094483","https://openalex.org/W6678449394","https://openalex.org/W6682837551","https://openalex.org/W6684495928"],"related_works":["https://openalex.org/W4389116644","https://openalex.org/W2153315159","https://openalex.org/W3103844505","https://openalex.org/W259157601","https://openalex.org/W4205463238","https://openalex.org/W1482209366","https://openalex.org/W2110523656","https://openalex.org/W1533029210","https://openalex.org/W1487808658","https://openalex.org/W2148338580"],"abstract_inverted_index":{"Learning":[0],"classifiers":[1],"has":[2],"been":[3,25],"studied":[4],"extensively":[5],"the":[6,103],"last":[7],"two":[8],"decades.":[9],"Recently,":[10],"various":[11],"approaches":[12],"based":[13],"on":[14,95],"patterns":[15,70],"(e.g..":[16],"association":[17],"rules)":[18],"that":[19,37,71,99],"hold":[20],"within":[21],"labeled":[22],"data":[23],"have":[24,78],"considered.":[26],"In":[27,45],"this":[28],"paper,":[29],"we":[30],"propose":[31],"a":[32,41,46,79,92,117],"novel":[33],"associative":[34],"classification":[35,60,89],"algorithm":[36],"combines":[38],"rules":[39,63,77],"and":[40,86],"decision":[42,50],"tree":[43],"structure.":[44],"so-called":[47],"delta-PDT":[48],"(delta-pattern":[49],"tree),":[51],"nodes":[52],"are":[53,64,83],"made":[54],"of":[55,68,106,116],"selected":[56],"disjunctive":[57],"delta-":[58],"strong":[59],"rules.":[61],"Such":[62],"generated":[65],"from":[66],"collections":[67],"delta-free":[69],"can":[72],"be":[73],"computed":[74],"efficiently.":[75],"These":[76],"minimal":[80],"body,":[81],"they":[82,87,100],"non-":[84],"redundant":[85],"avoid":[88],"conflicts":[90],"under":[91],"sensible":[93],"condition":[94],"delta.":[96],"We":[97],"show":[98],"also":[101],"capture":[102],"discriminative":[104],"power":[105],"emerging":[107],"patterns.":[108],"Our":[109],"approach":[110],"is":[111],"empirically":[112],"evaluated":[113],"by":[114],"means":[115],"comparison":[118],"to":[119],"state-of-the-art":[120],"proposals":[121],"(i.e.,":[122],"C4.5,":[123],"CBA":[124],"CPAR,":[125],"SJEPs-":[126],"classifier).":[127]},"counts_by_year":[{"year":2019,"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"}