{"id":"https://openalex.org/W2144064236","doi":"https://doi.org/10.1109/cbms.2002.1011365","title":"Symbolic exposition of medical data-sets: a data mining workbench to inductively derive data-defining symbolic rules","display_name":"Symbolic exposition of medical data-sets: a data mining workbench to inductively derive data-defining symbolic rules","publication_year":2003,"publication_date":"2003-06-25","ids":{"openalex":"https://openalex.org/W2144064236","doi":"https://doi.org/10.1109/cbms.2002.1011365","mag":"2144064236"},"language":"en","primary_location":{"id":"doi:10.1109/cbms.2002.1011365","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cbms.2002.1011365","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of 15th IEEE Symposium on Computer-Based Medical Systems (CBMS 2002)","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/A5058424348","display_name":"Syed Sibte Raza Abidi","orcid":"https://orcid.org/0000-0003-3075-7736"},"institutions":[{"id":"https://openalex.org/I129902397","display_name":"Dalhousie University","ror":"https://ror.org/01e6qks80","country_code":"CA","type":"education","lineage":["https://openalex.org/I129902397"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"S.S.R. Abidi","raw_affiliation_strings":["Faculty of Computer Science, Dalhousie University, Halifax, Canada","Fac. of Comput. Sci., Dalhousie Univ., Halifax, NS, Canada#TAB#"],"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science, Dalhousie University, Halifax, Canada","institution_ids":["https://openalex.org/I129902397"]},{"raw_affiliation_string":"Fac. of Comput. Sci., Dalhousie Univ., Halifax, NS, Canada#TAB#","institution_ids":["https://openalex.org/I129902397"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039106262","display_name":"Kok Meng Hoe","orcid":null},"institutions":[{"id":"https://openalex.org/I112982808","display_name":"Universiti Sains Islam Malaysia","ror":"https://ror.org/020ast312","country_code":"MY","type":"education","lineage":["https://openalex.org/I112982808"]},{"id":"https://openalex.org/I4210089400","display_name":"Hospital Universiti Sains Malaysia","ror":"https://ror.org/0090j2029","country_code":"MY","type":"healthcare","lineage":["https://openalex.org/I4210089400"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Kok Meng Hoe","raw_affiliation_strings":["School of Computer Science, Universiti Sains Islam Malaysia, Penang, Malaysia","Universiti Sains, Malaysia"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Universiti Sains Islam Malaysia, Penang, Malaysia","institution_ids":["https://openalex.org/I112982808"]},{"raw_affiliation_string":"Universiti Sains, Malaysia","institution_ids":["https://openalex.org/I4210089400"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5058424348"],"corresponding_institution_ids":["https://openalex.org/I129902397"],"apc_list":null,"apc_paid":null,"fwci":0.7091,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.72394461,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"123","last_page":"128"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11063","display_name":"Rough Sets and Fuzzy Logic","score":0.9994000196456909,"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":0.9994000196456909,"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":0.9983999729156494,"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/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.9887999892234802,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7851942181587219},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.6432568430900574},{"id":"https://openalex.org/keywords/workbench","display_name":"Workbench","score":0.5841293931007385},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.536764919757843},{"id":"https://openalex.org/keywords/symbolic-data-analysis","display_name":"Symbolic data analysis","score":0.5290488004684448},{"id":"https://openalex.org/keywords/exposition","display_name":"Exposition (narrative)","score":0.5212567448616028},{"id":"https://openalex.org/keywords/knowledge-extraction","display_name":"Knowledge extraction","score":0.5120954513549805},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4548904597759247},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3624507188796997},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3002428412437439},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.15109026432037354},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.11605742573738098}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7851942181587219},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.6432568430900574},{"id":"https://openalex.org/C2779145975","wikidata":"https://www.wikidata.org/wiki/Q347690","display_name":"Workbench","level":3,"score":0.5841293931007385},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.536764919757843},{"id":"https://openalex.org/C65620979","wikidata":"https://www.wikidata.org/wiki/Q7661176","display_name":"Symbolic data analysis","level":2,"score":0.5290488004684448},{"id":"https://openalex.org/C2776285698","wikidata":"https://www.wikidata.org/wiki/Q2642214","display_name":"Exposition (narrative)","level":2,"score":0.5212567448616028},{"id":"https://openalex.org/C120567893","wikidata":"https://www.wikidata.org/wiki/Q1582085","display_name":"Knowledge extraction","level":2,"score":0.5120954513549805},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4548904597759247},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3624507188796997},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3002428412437439},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.15109026432037354},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.11605742573738098},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cbms.2002.1011365","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cbms.2002.1011365","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of 15th IEEE Symposium on Computer-Based Medical Systems (CBMS 2002)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W12041915","https://openalex.org/W69783631","https://openalex.org/W1482209170","https://openalex.org/W1505478768","https://openalex.org/W1560103728","https://openalex.org/W1593284219","https://openalex.org/W2109293916","https://openalex.org/W2340020088","https://openalex.org/W4212848460","https://openalex.org/W4246880252","https://openalex.org/W6600487753","https://openalex.org/W6602840736","https://openalex.org/W6630111505","https://openalex.org/W6633469241","https://openalex.org/W6676746716"],"related_works":["https://openalex.org/W2356114564","https://openalex.org/W2388509490","https://openalex.org/W2109648960","https://openalex.org/W2166015079","https://openalex.org/W2050384624","https://openalex.org/W2776888796","https://openalex.org/W2388480422","https://openalex.org/W2350151408","https://openalex.org/W2624268110","https://openalex.org/W2380661758"],"abstract_inverted_index":{"The":[0],"application":[1],"of":[2,19,39,66],"data":[3,8,69,71,86],"mining":[4,87],"techniques":[5],"to":[6,107],"medical":[7,45,96,108],"is":[9],"certainly":[10],"beneficial":[11],"for":[12,35,58],"researchers":[13],"interested":[14],"in":[15,22],"discerning":[16],"the":[17,36,100],"complexity":[18],"healthcare":[20],"processes":[21],"real-life":[23],"operational":[24],"situations.":[25],"We":[26,53,82],"present":[27,83],"a":[28,55,64,84],"methodology,":[29],"together":[30],"with":[31],"its":[32],"computational":[33],"implementation,":[34],"automated":[37],"extraction":[38,61],"data-defining":[40],"CNF":[41],"symbolic":[42,59,75,93,102],"rules":[43,94,103],"from":[44,95],"data-sets":[46],"comprising":[47],"both":[48],"annotated":[49],"and":[50,73],"un-annotated":[51],"attributes.":[52],"propose":[54],"hybrid":[56],"approach":[57],"rule":[60,76],"which":[62],"features":[63],"sequence":[65],"methods":[67],"including":[68],"clustering,":[70],"discretization":[72],"eventually":[74],"discovery":[77],"via":[78],"rough":[79],"set":[80],"approximation.":[81],"generic":[85],"workbench":[88],"that":[89,99],"can":[90],"generate":[91],"cluster/class-defining":[92],"data,":[97],"such":[98],"resultant":[101],"are":[104],"directly":[105],"applicable":[106],"rule-based":[109],"expert":[110],"systems.":[111]},"counts_by_year":[{"year":2019,"cited_by_count":3},{"year":2017,"cited_by_count":2},{"year":2015,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
