{"id":"https://openalex.org/W2100150393","doi":"https://doi.org/10.1109/coginf.2008.4639199","title":"Micro and macro evaluation of classification rules","display_name":"Micro and macro evaluation of classification rules","publication_year":2008,"publication_date":"2008-08-01","ids":{"openalex":"https://openalex.org/W2100150393","doi":"https://doi.org/10.1109/coginf.2008.4639199","mag":"2100150393"},"language":"en","primary_location":{"id":"doi:10.1109/coginf.2008.4639199","is_oa":false,"landing_page_url":"https://doi.org/10.1109/coginf.2008.4639199","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2008 7th IEEE International Conference on Cognitive Informatics","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/A5063696855","display_name":"Yiyu Yao","orcid":"https://orcid.org/0000-0001-6502-6226"},"institutions":[{"id":"https://openalex.org/I194028371","display_name":"University of Regina","ror":"https://ror.org/03dzc0485","country_code":"CA","type":"education","lineage":["https://openalex.org/I194028371"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Yiyu Yao","raw_affiliation_strings":["Department of Computer Science, University of Regina, Saskatchewan, Canada S4S 0A2","[Dept. of Comput. Sci., Univ. of Regina, Regina, SK]"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Regina, Saskatchewan, Canada S4S 0A2","institution_ids":["https://openalex.org/I194028371"]},{"raw_affiliation_string":"[Dept. of Comput. Sci., Univ. of Regina, Regina, SK]","institution_ids":["https://openalex.org/I194028371"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028397253","display_name":"Bing Zhou","orcid":"https://orcid.org/0000-0003-3446-3903"},"institutions":[{"id":"https://openalex.org/I194028371","display_name":"University of Regina","ror":"https://ror.org/03dzc0485","country_code":"CA","type":"education","lineage":["https://openalex.org/I194028371"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Bing Zhou","raw_affiliation_strings":["Department of Computer Science, University of Regina, Saskatchewan, Canada S4S 0A2","[Dept. of Comput. Sci., Univ. of Regina, Regina, SK]"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Regina, Saskatchewan, Canada S4S 0A2","institution_ids":["https://openalex.org/I194028371"]},{"raw_affiliation_string":"[Dept. of Comput. Sci., Univ. of Regina, Regina, SK]","institution_ids":["https://openalex.org/I194028371"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5063696855"],"corresponding_institution_ids":["https://openalex.org/I194028371"],"apc_list":null,"apc_paid":null,"fwci":1.2348,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.81210588,"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":"441","last_page":"448"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11063","display_name":"Rough Sets and Fuzzy Logic","score":0.9994999766349792,"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":0.9994999766349792,"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":0.9965999722480774,"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/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.9907000064849854,"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":0.7345128059387207},{"id":"https://openalex.org/keywords/macro","display_name":"Macro","score":0.726834774017334},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.6213129758834839},{"id":"https://openalex.org/keywords/rule-induction","display_name":"Rule induction","score":0.6164125800132751},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.6125831007957458},{"id":"https://openalex.org/keywords/rule-based-system","display_name":"Rule-based system","score":0.5981840491294861},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5458183884620667},{"id":"https://openalex.org/keywords/association-rule-learning","display_name":"Association rule learning","score":0.5250596404075623},{"id":"https://openalex.org/keywords/classification-rule","display_name":"Classification rule","score":0.519615113735199},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5009076595306396},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4686889946460724}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7345128059387207},{"id":"https://openalex.org/C166955791","wikidata":"https://www.wikidata.org/wiki/Q629579","display_name":"Macro","level":2,"score":0.726834774017334},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.6213129758834839},{"id":"https://openalex.org/C2776780472","wikidata":"https://www.wikidata.org/wiki/Q7378945","display_name":"Rule induction","level":2,"score":0.6164125800132751},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6125831007957458},{"id":"https://openalex.org/C149271511","wikidata":"https://www.wikidata.org/wiki/Q1417149","display_name":"Rule-based system","level":2,"score":0.5981840491294861},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5458183884620667},{"id":"https://openalex.org/C193524817","wikidata":"https://www.wikidata.org/wiki/Q386780","display_name":"Association rule learning","level":2,"score":0.5250596404075623},{"id":"https://openalex.org/C104317236","wikidata":"https://www.wikidata.org/wiki/Q4330126","display_name":"Classification rule","level":2,"score":0.519615113735199},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5009076595306396},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4686889946460724},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","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":2,"locations":[{"id":"doi:10.1109/coginf.2008.4639199","is_oa":false,"landing_page_url":"https://doi.org/10.1109/coginf.2008.4639199","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2008 7th IEEE International Conference on Cognitive Informatics","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.580.7892","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.580.7892","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www2.cs.uregina.ca/~zhou200b/icci08-6.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W167811990","https://openalex.org/W411608595","https://openalex.org/W1556507321","https://openalex.org/W1578375653","https://openalex.org/W1607429971","https://openalex.org/W1789969589","https://openalex.org/W2019125683","https://openalex.org/W2041738807","https://openalex.org/W2088296258","https://openalex.org/W2102297485","https://openalex.org/W2104017387","https://openalex.org/W2106571168","https://openalex.org/W2109272824","https://openalex.org/W2122766005","https://openalex.org/W2147614994","https://openalex.org/W2148100091","https://openalex.org/W2154642793","https://openalex.org/W2159047538","https://openalex.org/W2160605849","https://openalex.org/W2167681385","https://openalex.org/W2175830830","https://openalex.org/W2339747818","https://openalex.org/W6606809492","https://openalex.org/W6634718462","https://openalex.org/W6636615228","https://openalex.org/W6675946655","https://openalex.org/W6676509387","https://openalex.org/W6681494186","https://openalex.org/W6681992122","https://openalex.org/W6682837551","https://openalex.org/W6684495928"],"related_works":["https://openalex.org/W1813387235","https://openalex.org/W1975947159","https://openalex.org/W2041738807","https://openalex.org/W1967847904","https://openalex.org/W2013401705","https://openalex.org/W2150675348","https://openalex.org/W1423926064","https://openalex.org/W2040287254","https://openalex.org/W1574613422","https://openalex.org/W2100150393"],"abstract_inverted_index":{"Rule":[0],"evaluation":[1,24,41,61,78,91,107,144,152],"plays":[2],"an":[3],"important":[4],"role":[5],"in":[6,119],"the":[7,27,34,40,49,53,102,115,120,129],"rule":[8,15,23,29,57,59,77,111],"learning":[9,17],"and":[10,33,58,87],"classification":[11,35,76],"process.":[12],"Many":[13],"existing":[14],"inductive":[16],"algorithms":[18],"are":[19,37],"based":[20,93,109],"on":[21,94,110,114],"single":[22,56,95],"measures.":[25,62,105,153],"However,":[26],"overall":[28],"induction":[30],"system":[31],"performance":[32],"process":[36],"involved":[38],"with":[39],"of":[42,45,66,75,83,135],"a":[43,72],"set":[44,60],"rules.":[46],"This":[47],"brings":[48],"needs":[50],"for":[51],"studying":[52],"connections":[54],"between":[55,117,131],"The":[63],"main":[64],"objective":[65],"this":[67],"paper":[68],"is":[69,92,108],"to":[70],"introduce":[71],"general":[73],"framework":[74],"which":[79,97],"connects":[80],"two":[81,133],"types":[82,134],"evaluations,":[84,136],"called":[85],"micro":[86,151],"macro":[88,143],"evaluation.":[89],"Micro":[90],"rules":[96,118],"can":[98,124,146],"be":[99,125,147],"measured":[100],"by":[101,150],"common":[103],"empirical":[104],"Macro":[106],"sets,":[112],"depending":[113],"relationships":[116,130],"set,":[121],"different":[122],"resolutions":[123],"applied.":[126],"By":[127],"analyzing":[128],"these":[132],"we":[137],"suggest":[138],"that":[139],"under":[140],"certain":[141],"conditions,":[142],"measures":[145],"explicitly":[148],"expressed":[149]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2020,"cited_by_count":2},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":2},{"year":2015,"cited_by_count":2},{"year":2013,"cited_by_count":3}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
