{"id":"https://openalex.org/W1520179993","doi":"https://doi.org/10.1007/3-540-62858-4_95","title":"Global data analysis and the fragmentation problem in decision tree induction","display_name":"Global data analysis and the fragmentation problem in decision tree induction","publication_year":1997,"publication_date":"1997-01-01","ids":{"openalex":"https://openalex.org/W1520179993","doi":"https://doi.org/10.1007/3-540-62858-4_95","mag":"1520179993"},"language":"en","primary_location":{"id":"doi:10.1007/3-540-62858-4_95","is_oa":true,"landing_page_url":"https://doi.org/10.1007/3-540-62858-4_95","pdf_url":"https://link.springer.com/content/pdf/10.1007/3-540-62858-4_95.pdf","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":true,"oa_status":"bronze","oa_url":"https://link.springer.com/content/pdf/10.1007/3-540-62858-4_95.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5034596650","display_name":"Ricardo Vilalta","orcid":"https://orcid.org/0000-0001-8165-8805"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Ricardo Vilalta","raw_affiliation_strings":["Beckman Institute and Computer Science Department, University of Illinois at Urbana-Champaign, 405 North Mathews Avenue, 61801, Urbana, IL, USA","University of Illinois at Urbana Champaign"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beckman Institute and Computer Science Department, University of Illinois at Urbana-Champaign, 405 North Mathews Avenue, 61801, Urbana, IL, USA","institution_ids":["https://openalex.org/I157725225"]},{"raw_affiliation_string":"University of Illinois at Urbana Champaign","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018654247","display_name":"Gunnar Blix","orcid":null},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gunnar Blix","raw_affiliation_strings":["Beckman Institute and Computer Science Department, University of Illinois at Urbana-Champaign, 405 North Mathews Avenue, 61801, Urbana, IL, USA","University of Illinois at Urbana Champaign"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beckman Institute and Computer Science Department, University of Illinois at Urbana-Champaign, 405 North Mathews Avenue, 61801, Urbana, IL, USA","institution_ids":["https://openalex.org/I157725225"]},{"raw_affiliation_string":"University of Illinois at Urbana Champaign","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056314822","display_name":"Larry Rendell","orcid":null},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Larry Rendell","raw_affiliation_strings":["Beckman Institute and Computer Science Department, University of Illinois at Urbana-Champaign, 405 North Mathews Avenue, 61801, Urbana, IL, USA","University of Illinois at Urbana Champaign"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beckman Institute and Computer Science Department, University of Illinois at Urbana-Champaign, 405 North Mathews Avenue, 61801, Urbana, IL, USA","institution_ids":["https://openalex.org/I157725225"]},{"raw_affiliation_string":"University of Illinois at Urbana Champaign","institution_ids":["https://openalex.org/I157725225"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5034596650"],"corresponding_institution_ids":["https://openalex.org/I157725225"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":4.1065,"has_fulltext":true,"cited_by_count":29,"citation_normalized_percentile":{"value":0.93013271,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"312","last_page":"326"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11063","display_name":"Rough Sets and Fuzzy Logic","score":0.9983999729156494,"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"}},"topics":[{"id":"https://openalex.org/T11063","display_name":"Rough Sets and Fuzzy Logic","score":0.9983999729156494,"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"}},{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":0.998199999332428,"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/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.9950000047683716,"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/computer-science","display_name":"Computer science","score":0.7525888681411743},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.723763108253479},{"id":"https://openalex.org/keywords/incremental-decision-tree","display_name":"Incremental decision tree","score":0.6998313069343567},{"id":"https://openalex.org/keywords/fragmentation","display_name":"Fragmentation (computing)","score":0.6471514701843262},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.47053489089012146},{"id":"https://openalex.org/keywords/tree","display_name":"Tree (set theory)","score":0.43858465552330017},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.41443660855293274},{"id":"https://openalex.org/keywords/decision-tree-learning","display_name":"Decision tree learning","score":0.4023487865924835},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1933821737766266}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7525888681411743},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.723763108253479},{"id":"https://openalex.org/C10229987","wikidata":"https://www.wikidata.org/wiki/Q17083028","display_name":"Incremental decision tree","level":4,"score":0.6998313069343567},{"id":"https://openalex.org/C191015642","wikidata":"https://www.wikidata.org/wiki/Q1132459","display_name":"Fragmentation (computing)","level":2,"score":0.6471514701843262},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.47053489089012146},{"id":"https://openalex.org/C113174947","wikidata":"https://www.wikidata.org/wiki/Q2859736","display_name":"Tree (set theory)","level":2,"score":0.43858465552330017},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41443660855293274},{"id":"https://openalex.org/C5481197","wikidata":"https://www.wikidata.org/wiki/Q16766476","display_name":"Decision tree learning","level":3,"score":0.4023487865924835},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1933821737766266},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/3-540-62858-4_95","is_oa":true,"landing_page_url":"https://doi.org/10.1007/3-540-62858-4_95","pdf_url":"https://link.springer.com/content/pdf/10.1007/3-540-62858-4_95.pdf","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"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.13.274","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.13.274","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.research.ibm.com/people/v/vilalta/papers/ecml97.ps","raw_type":"text"}],"best_oa_location":{"id":"doi:10.1007/3-540-62858-4_95","is_oa":true,"landing_page_url":"https://doi.org/10.1007/3-540-62858-4_95","pdf_url":"https://link.springer.com/content/pdf/10.1007/3-540-62858-4_95.pdf","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"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.7599999904632568}],"awards":[],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W1520179993.pdf","grobid_xml":"https://content.openalex.org/works/W1520179993.grobid-xml"},"referenced_works_count":30,"referenced_works":["https://openalex.org/W118302298","https://openalex.org/W128754594","https://openalex.org/W1500625029","https://openalex.org/W1506385404","https://openalex.org/W1537595551","https://openalex.org/W1558635551","https://openalex.org/W1564947197","https://openalex.org/W1570286060","https://openalex.org/W1583837637","https://openalex.org/W1593058185","https://openalex.org/W1597462085","https://openalex.org/W1597910678","https://openalex.org/W1680392829","https://openalex.org/W1965934112","https://openalex.org/W2006235059","https://openalex.org/W2026605634","https://openalex.org/W2031977678","https://openalex.org/W2089967664","https://openalex.org/W2107844279","https://openalex.org/W2114691585","https://openalex.org/W2125055259","https://openalex.org/W2129027474","https://openalex.org/W2136000097","https://openalex.org/W2144797171","https://openalex.org/W2149706766","https://openalex.org/W2330820318","https://openalex.org/W2428981601","https://openalex.org/W2531563875","https://openalex.org/W2798453649","https://openalex.org/W3085162807"],"related_works":["https://openalex.org/W2350430350","https://openalex.org/W1603140234","https://openalex.org/W2377832020","https://openalex.org/W2372621274","https://openalex.org/W2357775939","https://openalex.org/W2383233190","https://openalex.org/W2738041616","https://openalex.org/W2565979531","https://openalex.org/W4244646660","https://openalex.org/W1506077561"],"abstract_inverted_index":null,"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2014,"cited_by_count":1}],"updated_date":"2026-05-05T08:41:31.759640","created_date":"2025-10-10T00:00:00"}
