{"id":"https://openalex.org/W2164055407","doi":"https://doi.org/10.1109/fuzzy.2008.4630398","title":"Hybrid support vector machines learning for fuzzy neural networks with outliers","display_name":"Hybrid support vector machines learning for fuzzy neural networks with outliers","publication_year":2008,"publication_date":"2008-06-01","ids":{"openalex":"https://openalex.org/W2164055407","doi":"https://doi.org/10.1109/fuzzy.2008.4630398","mag":"2164055407"},"language":"en","primary_location":{"id":"doi:10.1109/fuzzy.2008.4630398","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fuzzy.2008.4630398","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2008 IEEE International Conference on Fuzzy Systems (IEEE World Congress on Computational Intelligence)","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/A5100662716","display_name":"Ye\u2010Qiong Song","orcid":"https://orcid.org/0000-0002-3949-340X"},"institutions":[{"id":"https://openalex.org/I75430998","display_name":"National Ilan University","ror":"https://ror.org/01npf0s58","country_code":"TW","type":"education","lineage":["https://openalex.org/I75430998"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Jin-Tsong Jeng","raw_affiliation_strings":["Electrical Engineering Department, National I-Lan University, Taiwan"],"affiliations":[{"raw_affiliation_string":"Electrical Engineering Department, National I-Lan University, Taiwan","institution_ids":["https://openalex.org/I75430998"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111576275","display_name":"Chen\u2010Chia Chuang","orcid":null},"institutions":[{"id":"https://openalex.org/I40689657","display_name":"National Formosa University","ror":"https://ror.org/00q523p52","country_code":"TW","type":"education","lineage":["https://openalex.org/I40689657"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chen-Chia Chuang","raw_affiliation_strings":["Computer Science and Information Engineering Department, National Formosa University, Taiwan"],"affiliations":[{"raw_affiliation_string":"Computer Science and Information Engineering Department, National Formosa University, Taiwan","institution_ids":["https://openalex.org/I40689657"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067565845","display_name":"Mei-Lang Chan","orcid":null},"institutions":[{"id":"https://openalex.org/I75430998","display_name":"National Ilan University","ror":"https://ror.org/01npf0s58","country_code":"TW","type":"education","lineage":["https://openalex.org/I75430998"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Mei-Lang Chan","raw_affiliation_strings":["Electrical Engineering Department, National I-Lan University, Taiwan"],"affiliations":[{"raw_affiliation_string":"Electrical Engineering Department, National I-Lan University, Taiwan","institution_ids":["https://openalex.org/I75430998"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5100662716"],"corresponding_institution_ids":["https://openalex.org/I75430998"],"apc_list":null,"apc_paid":null,"fwci":0.3512,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.67982418,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"13","issue":null,"first_page":"396","last_page":"401"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9979000091552734,"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":0.9979000091552734,"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/T10320","display_name":"Neural Networks and Applications","score":0.9943000078201294,"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"}},{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9936000108718872,"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/outlier","display_name":"Outlier","score":0.7026733160018921},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.7019180655479431},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6818163394927979},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5799738764762878},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5157352089881897},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5151006579399109},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.46673688292503357},{"id":"https://openalex.org/keywords/adaptive-neuro-fuzzy-inference-system","display_name":"Adaptive neuro fuzzy inference system","score":0.449246346950531},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.4111877679824829},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.40636080503463745},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3692515790462494},{"id":"https://openalex.org/keywords/fuzzy-control-system","display_name":"Fuzzy control system","score":0.3278402090072632}],"concepts":[{"id":"https://openalex.org/C79337645","wikidata":"https://www.wikidata.org/wiki/Q779824","display_name":"Outlier","level":2,"score":0.7026733160018921},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7019180655479431},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6818163394927979},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5799738764762878},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5157352089881897},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5151006579399109},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.46673688292503357},{"id":"https://openalex.org/C186108316","wikidata":"https://www.wikidata.org/wiki/Q352530","display_name":"Adaptive neuro fuzzy inference system","level":4,"score":0.449246346950531},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.4111877679824829},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.40636080503463745},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3692515790462494},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.3278402090072632}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/fuzzy.2008.4630398","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fuzzy.2008.4630398","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2008 IEEE International Conference on Fuzzy Systems (IEEE World Congress on Computational Intelligence)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1569189826","https://openalex.org/W1596717185","https://openalex.org/W1724210103","https://openalex.org/W1978996791","https://openalex.org/W2102634648","https://openalex.org/W2106504576","https://openalex.org/W2107515518","https://openalex.org/W2133042373","https://openalex.org/W2137226992","https://openalex.org/W2150430727","https://openalex.org/W2153845355","https://openalex.org/W2156909104","https://openalex.org/W2158994553","https://openalex.org/W2317082284","https://openalex.org/W2498631646","https://openalex.org/W2499254968","https://openalex.org/W2795431618","https://openalex.org/W4212997115","https://openalex.org/W4301501800","https://openalex.org/W6637563832","https://openalex.org/W6679439956","https://openalex.org/W6680532697","https://openalex.org/W6699663784"],"related_works":["https://openalex.org/W2114654021","https://openalex.org/W2263529430","https://openalex.org/W2389800468","https://openalex.org/W4390103748","https://openalex.org/W4390662392","https://openalex.org/W71955863","https://openalex.org/W2359185137","https://openalex.org/W2610918223","https://openalex.org/W2085200861","https://openalex.org/W2789383625"],"abstract_inverted_index":{"In":[0,34],"this":[1],"study,":[2],"the":[3,31,35,42,55,58,64,67,73,84,88,97,107,118,122,126,145,148,151,157,162],"hybrid":[4],"support":[5,43,111],"vector":[6,44,112],"machines":[7,45,113],"for":[8,21,46,93,114,129,138],"regression":[9,47,115],"(HSVMR)":[10],"is":[11,50,102,154],"proposed":[12,32,127,152],"to":[13,52,63,82,105,156],"deal":[14],"with":[15,19],"training":[16,59,68,89,99,106],"data":[17,40,60,69,90,100],"set":[18,70,91],"outliers":[20,56,65,163],"fuzzy":[22,130,140],"neural":[23,131],"networks":[24],"(FNNs).":[25],"There":[26],"are":[27,71,164],"two-stage":[28],"strategies":[29],"in":[30,57,66,117],"approach.":[33],"stage":[36,119],"I,":[37],"called":[38,95],"as":[39,96],"preprocessing,":[41],"(SVMR)":[48],"approach":[49,128,153,160],"used":[51,104],"filter":[53],"out":[54],"set.":[61],"Due":[62],"removed,":[72],"concept":[74],"of":[75,125,150],"robust":[76,158],"statistic":[77],"theory":[78],"have":[79],"no":[80],"need":[81,135],"reduce":[83],"outlierpsilas":[85],"effect.":[86],"Then,":[87],"except":[92],"outliers,":[94],"reduced":[98],"set,":[101],"directly":[103],"sparse":[108],"least":[109],"squares":[110],"(LS-SVMR)":[116],"H.":[120],"Consequently,":[121],"learning":[123,137],"mechanism":[124],"network":[132],"does":[133],"not":[134],"iterated":[136],"simplified":[139],"inference":[141],"systems.":[142],"Based":[143],"on":[144],"simulation":[146],"results,":[147],"performance":[149],"superior":[155],"LS-SVMR":[159],"when":[161],"existed.":[165]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
