{"id":"https://openalex.org/W199693489","doi":"https://doi.org/10.1007/978-3-642-32115-3_5","title":"How Good Are Probabilistic Approximations for Rule Induction from Data with Missing Attribute Values?","display_name":"How Good Are Probabilistic Approximations for Rule Induction from Data with Missing Attribute Values?","publication_year":2012,"publication_date":"2012-01-01","ids":{"openalex":"https://openalex.org/W199693489","doi":"https://doi.org/10.1007/978-3-642-32115-3_5","mag":"199693489"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-642-32115-3_5","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-642-32115-3_5","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/A5003044998","display_name":"Patrick G. Clark","orcid":null},"institutions":[{"id":"https://openalex.org/I146416000","display_name":"University of Kansas","ror":"https://ror.org/001tmjg57","country_code":"US","type":"education","lineage":["https://openalex.org/I146416000"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Patrick G. Clark","raw_affiliation_strings":["Department of Electrical Engineering and Computer Science, University of Kansas, Lawrence, KS, 66045, USA","University of Kansas"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering and Computer Science, University of Kansas, Lawrence, KS, 66045, USA","institution_ids":["https://openalex.org/I146416000"]},{"raw_affiliation_string":"University of Kansas","institution_ids":["https://openalex.org/I146416000"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053642132","display_name":"Jerzy W. Grzymala\u2010Busse","orcid":"https://orcid.org/0000-0001-8799-5714"},"institutions":[{"id":"https://openalex.org/I4210121044","display_name":"Institute of Psychology","ror":"https://ror.org/034dn0836","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210121044","https://openalex.org/I99542240"]},{"id":"https://openalex.org/I146416000","display_name":"University of Kansas","ror":"https://ror.org/001tmjg57","country_code":"US","type":"education","lineage":["https://openalex.org/I146416000"]},{"id":"https://openalex.org/I99542240","display_name":"Polish Academy of Sciences","ror":"https://ror.org/01dr6c206","country_code":"PL","type":"funder","lineage":["https://openalex.org/I99542240"]}],"countries":["PL","US"],"is_corresponding":false,"raw_author_name":"Jerzy W. Grzymala-Busse","raw_affiliation_strings":["Department of Electrical Engineering and Computer Science, University of Kansas, Lawrence, KS, 66045, USA","Institute of Computer Science, Polish Academy of Sciences, 01\u2013237, Warsaw, Poland","Polish Academy of Sciences","University of Kansas"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering and Computer Science, University of Kansas, Lawrence, KS, 66045, USA","institution_ids":["https://openalex.org/I146416000"]},{"raw_affiliation_string":"Institute of Computer Science, Polish Academy of Sciences, 01\u2013237, Warsaw, Poland","institution_ids":["https://openalex.org/I4210121044","https://openalex.org/I99542240"]},{"raw_affiliation_string":"Polish Academy of Sciences","institution_ids":["https://openalex.org/I99542240"]},{"raw_affiliation_string":"University of Kansas","institution_ids":["https://openalex.org/I146416000"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5112469086","display_name":"Zdzis\u0142aw S. Hippe","orcid":null},"institutions":[{"id":"https://openalex.org/I4210109085","display_name":"University of Information Technology and Management in Rzeszow","ror":"https://ror.org/01t81sv44","country_code":"PL","type":"education","lineage":["https://openalex.org/I4210109085"]},{"id":"https://openalex.org/I4210136912","display_name":"Wy\u017csza Szko\u0142a Technologii Informatycznych w Warszawie","ror":"https://ror.org/03v1svm63","country_code":"PL","type":"education","lineage":["https://openalex.org/I4210136912"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Zdzislaw S. Hippe","raw_affiliation_strings":["Department of Expert Systems and Artificial Intelligence, University of Information Technology and Management, 35-225, Rzeszow, Poland","University of Information Technology and Management"],"affiliations":[{"raw_affiliation_string":"Department of Expert Systems and Artificial Intelligence, University of Information Technology and Management, 35-225, Rzeszow, Poland","institution_ids":["https://openalex.org/I4210109085"]},{"raw_affiliation_string":"University of Information Technology and Management","institution_ids":["https://openalex.org/I4210136912"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5003044998"],"corresponding_institution_ids":["https://openalex.org/I146416000"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":2.3178,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.86493256,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"46","last_page":"55"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11063","display_name":"Rough Sets and Fuzzy Logic","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9731000065803528,"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/T14351","display_name":"Statistical and Computational Modeling","score":0.9559000134468079,"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/missing-data","display_name":"Missing data","score":0.7873018383979797},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.6971514225006104},{"id":"https://openalex.org/keywords/rule-induction","display_name":"Rule induction","score":0.5834639072418213},{"id":"https://openalex.org/keywords/rough-set","display_name":"Rough set","score":0.5678577423095703},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.5452679991722107},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5330687165260315},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.509526789188385},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.499495267868042},{"id":"https://openalex.org/keywords/variable","display_name":"Variable (mathematics)","score":0.4841814339160919},{"id":"https://openalex.org/keywords/approximations-of-\u03c0","display_name":"Approximations of \u03c0","score":0.4593849778175354},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3927445709705353},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3872354030609131},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.3260788321495056},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.24097931385040283},{"id":"https://openalex.org/keywords/applied-mathematics","display_name":"Applied mathematics","score":0.234788179397583}],"concepts":[{"id":"https://openalex.org/C9357733","wikidata":"https://www.wikidata.org/wiki/Q6878417","display_name":"Missing data","level":2,"score":0.7873018383979797},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.6971514225006104},{"id":"https://openalex.org/C2776780472","wikidata":"https://www.wikidata.org/wiki/Q7378945","display_name":"Rule induction","level":2,"score":0.5834639072418213},{"id":"https://openalex.org/C111012933","wikidata":"https://www.wikidata.org/wiki/Q3137210","display_name":"Rough set","level":2,"score":0.5678577423095703},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.5452679991722107},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5330687165260315},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.509526789188385},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.499495267868042},{"id":"https://openalex.org/C182365436","wikidata":"https://www.wikidata.org/wiki/Q50701","display_name":"Variable (mathematics)","level":2,"score":0.4841814339160919},{"id":"https://openalex.org/C193386753","wikidata":"https://www.wikidata.org/wiki/Q1130396","display_name":"Approximations of \u03c0","level":2,"score":0.4593849778175354},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3927445709705353},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3872354030609131},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.3260788321495056},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.24097931385040283},{"id":"https://openalex.org/C28826006","wikidata":"https://www.wikidata.org/wiki/Q33521","display_name":"Applied mathematics","level":1,"score":0.234788179397583},{"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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-642-32115-3_5","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-642-32115-3_5","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":[{"score":0.6499999761581421,"id":"https://metadata.un.org/sdg/5","display_name":"Gender equality"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W97148157","https://openalex.org/W165158748","https://openalex.org/W1508620301","https://openalex.org/W1557923305","https://openalex.org/W1569213097","https://openalex.org/W1583513026","https://openalex.org/W1606022329","https://openalex.org/W1969463949","https://openalex.org/W1975251650","https://openalex.org/W1980861610","https://openalex.org/W1997362234","https://openalex.org/W2001692054","https://openalex.org/W2042695175","https://openalex.org/W2049204733","https://openalex.org/W2087740657","https://openalex.org/W2095290023","https://openalex.org/W2103355981","https://openalex.org/W2122471290","https://openalex.org/W2143040521","https://openalex.org/W2491671861","https://openalex.org/W4232953319","https://openalex.org/W4255833381"],"related_works":["https://openalex.org/W1998730025","https://openalex.org/W110822640","https://openalex.org/W1508620301","https://openalex.org/W3216372614","https://openalex.org/W2187819724","https://openalex.org/W2506273305","https://openalex.org/W2804984335","https://openalex.org/W2624866929","https://openalex.org/W2128402848","https://openalex.org/W192150630"],"abstract_inverted_index":null,"counts_by_year":[{"year":2014,"cited_by_count":2},{"year":2013,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
