{"id":"https://openalex.org/W1982000309","doi":"https://doi.org/10.1109/fskd.2012.6233834","title":"Convex hull-based support vector machine rule extraction","display_name":"Convex hull-based support vector machine rule extraction","publication_year":2012,"publication_date":"2012-05-01","ids":{"openalex":"https://openalex.org/W1982000309","doi":"https://doi.org/10.1109/fskd.2012.6233834","mag":"1982000309"},"language":"en","primary_location":{"id":"doi:10.1109/fskd.2012.6233834","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fskd.2012.6233834","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 9th International Conference on Fuzzy Systems and Knowledge Discovery","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/A5101516188","display_name":"Jianguo Wang","orcid":"https://orcid.org/0009-0008-9106-0813"},"institutions":[{"id":"https://openalex.org/I31637741","display_name":"Inner Mongolia University of Science and Technology","ror":"https://ror.org/044rgx723","country_code":"CN","type":"education","lineage":["https://openalex.org/I31637741"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jianguo Wang","raw_affiliation_strings":["Mechanical Engineering School, Inner Mongolia University of Science and Technology, Baotou, China","Mechanical Engineering School, Inner Mongolia University of Science & Technology, Baotou, China"],"affiliations":[{"raw_affiliation_string":"Mechanical Engineering School, Inner Mongolia University of Science and Technology, Baotou, China","institution_ids":["https://openalex.org/I31637741"]},{"raw_affiliation_string":"Mechanical Engineering School, Inner Mongolia University of Science & Technology, Baotou, China","institution_ids":["https://openalex.org/I31637741"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108106169","display_name":"Bin Yang","orcid":"https://orcid.org/0009-0006-7583-7712"},"institutions":[{"id":"https://openalex.org/I31637741","display_name":"Inner Mongolia University of Science and Technology","ror":"https://ror.org/044rgx723","country_code":"CN","type":"education","lineage":["https://openalex.org/I31637741"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Yang","raw_affiliation_strings":["Mechanical Engineering School, Inner Mongolia University of Science and Technology, Baotou, China","Mechanical Engineering School, Inner Mongolia University of Science & Technology, Baotou, China"],"affiliations":[{"raw_affiliation_string":"Mechanical Engineering School, Inner Mongolia University of Science and Technology, Baotou, China","institution_ids":["https://openalex.org/I31637741"]},{"raw_affiliation_string":"Mechanical Engineering School, Inner Mongolia University of Science & Technology, Baotou, China","institution_ids":["https://openalex.org/I31637741"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033050689","display_name":"Wenxing Zhang","orcid":"https://orcid.org/0000-0003-2250-4309"},"institutions":[{"id":"https://openalex.org/I31637741","display_name":"Inner Mongolia University of Science and Technology","ror":"https://ror.org/044rgx723","country_code":"CN","type":"education","lineage":["https://openalex.org/I31637741"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenxing Zhang","raw_affiliation_strings":["Mechanical Engineering School, Inner Mongolia University of Science and Technology, Baotou, China","Mechanical Engineering School, Inner Mongolia University of Science & Technology, Baotou, China"],"affiliations":[{"raw_affiliation_string":"Mechanical Engineering School, Inner Mongolia University of Science and Technology, Baotou, China","institution_ids":["https://openalex.org/I31637741"]},{"raw_affiliation_string":"Mechanical Engineering School, Inner Mongolia University of Science & Technology, Baotou, China","institution_ids":["https://openalex.org/I31637741"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067394058","display_name":"Bo Qin","orcid":"https://orcid.org/0000-0002-7010-0627"},"institutions":[{"id":"https://openalex.org/I31637741","display_name":"Inner Mongolia University of Science and Technology","ror":"https://ror.org/044rgx723","country_code":"CN","type":"education","lineage":["https://openalex.org/I31637741"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Qin","raw_affiliation_strings":["Mechanical Engineering School, Inner Mongolia University of Science and Technology, Baotou, China","Mechanical Engineering School, Inner Mongolia University of Science & Technology, Baotou, China"],"affiliations":[{"raw_affiliation_string":"Mechanical Engineering School, Inner Mongolia University of Science and Technology, Baotou, China","institution_ids":["https://openalex.org/I31637741"]},{"raw_affiliation_string":"Mechanical Engineering School, Inner Mongolia University of Science & Technology, Baotou, China","institution_ids":["https://openalex.org/I31637741"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5101516188"],"corresponding_institution_ids":["https://openalex.org/I31637741"],"apc_list":null,"apc_paid":null,"fwci":0.8236,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.73400353,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"26","issue":null,"first_page":"689","last_page":"692"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9911999702453613,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10057","display_name":"Face and Expression Recognition","score":0.9911999702453613,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11063","display_name":"Rough Sets and Fuzzy Logic","score":0.9840999841690063,"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/T13717","display_name":"Advanced Algorithms and Applications","score":0.9768000245094299,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/convex-hull","display_name":"Convex hull","score":0.819530725479126},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.7477120161056519},{"id":"https://openalex.org/keywords/hull","display_name":"Hull","score":0.5420868992805481},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5247645378112793},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5072400569915771},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.48584648966789246},{"id":"https://openalex.org/keywords/normalization","display_name":"Normalization (sociology)","score":0.4847952425479889},{"id":"https://openalex.org/keywords/regular-polygon","display_name":"Regular polygon","score":0.395713746547699},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.362104594707489},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.34230291843414307},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1359102427959442}],"concepts":[{"id":"https://openalex.org/C206194317","wikidata":"https://www.wikidata.org/wiki/Q1138624","display_name":"Convex hull","level":3,"score":0.819530725479126},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7477120161056519},{"id":"https://openalex.org/C37423430","wikidata":"https://www.wikidata.org/wiki/Q6750281","display_name":"Hull","level":2,"score":0.5420868992805481},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5247645378112793},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5072400569915771},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.48584648966789246},{"id":"https://openalex.org/C136886441","wikidata":"https://www.wikidata.org/wiki/Q926129","display_name":"Normalization (sociology)","level":2,"score":0.4847952425479889},{"id":"https://openalex.org/C112680207","wikidata":"https://www.wikidata.org/wiki/Q714886","display_name":"Regular polygon","level":2,"score":0.395713746547699},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.362104594707489},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.34230291843414307},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1359102427959442},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C199104240","wikidata":"https://www.wikidata.org/wiki/Q118291","display_name":"Marine engineering","level":1,"score":0.0},{"id":"https://openalex.org/C19165224","wikidata":"https://www.wikidata.org/wiki/Q23404","display_name":"Anthropology","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/fskd.2012.6233834","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fskd.2012.6233834","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 9th International Conference on Fuzzy Systems and Knowledge Discovery","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.5699999928474426}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W152751697","https://openalex.org/W2069603750","https://openalex.org/W2104046064","https://openalex.org/W2111620756","https://openalex.org/W2113953665","https://openalex.org/W2124351082","https://openalex.org/W2156909104","https://openalex.org/W2171583938","https://openalex.org/W3112020351","https://openalex.org/W6606349838","https://openalex.org/W6685074218"],"related_works":["https://openalex.org/W2467926385","https://openalex.org/W2893068807","https://openalex.org/W161301265","https://openalex.org/W2483619716","https://openalex.org/W4246461909","https://openalex.org/W2377576908","https://openalex.org/W2971424936","https://openalex.org/W2007256320","https://openalex.org/W2991249704","https://openalex.org/W563487689"],"abstract_inverted_index":{"Support":[0],"vector":[1],"machine":[2,6],"(SVM)":[3],"is":[4,54],"a":[5,44],"learning":[7,12],"method":[8,114],"based":[9,49],"on":[10,50,69,100],"statistical":[11],"theory,":[13],"and":[14,106,122],"it":[15],"can":[16,115],"avoid":[17],"the":[18,29,42,61,70,75,82,112,117],"disadvantages":[19],"well,":[20],"such":[21],"as":[22],"over-training,":[23],"weak":[24],"normalization":[25],"capability,":[26],"etc.":[27],"However,":[28],"black-box":[30],"characteristic":[31],"of":[32,84,104,119],"SVM":[33],"has":[34,97],"limited":[35],"its":[36],"application.":[37],"In":[38],"order":[39],"to":[40,65,91],"open":[41],"black-box,":[43],"new":[45],"rule":[46,120],"extraction":[47,96],"algorithm":[48],"convex":[51,76,86],"hull":[52,77,87],"theory":[53],"proposed":[55,113],"in":[56],"this":[57],"paper.":[58],"First,":[59],"all":[60],"vectors":[62],"were":[63,89],"clustered":[64],"be":[66],"some":[67],"clusters":[68],"decision":[71],"hyper-plane;":[72],"then,":[73],"extracted":[74],"for":[78],"every":[79],"cluster;":[80],"finally,":[81],"region":[83],"each":[85,92],"covered":[88],"transferred":[90],"interval-type":[93],"rule.":[94],"Rule":[95],"been":[98],"experimented":[99],"two":[101],"public":[102],"datasets":[103],"Iris":[105],"Breast-cancer,":[107],"which":[108],"results":[109],"showed":[110],"that":[111],"improve":[116],"accuracy":[118],"covering":[121],"fidelity.":[123]},"counts_by_year":[{"year":2020,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":1},{"year":2013,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
