{"id":"https://openalex.org/W1967913599","doi":"https://doi.org/10.1109/icsmc.2008.4811372","title":"Feature selection via sensitivity analysis of MLP probabilistic outputs","display_name":"Feature selection via sensitivity analysis of MLP probabilistic outputs","publication_year":2008,"publication_date":"2008-10-01","ids":{"openalex":"https://openalex.org/W1967913599","doi":"https://doi.org/10.1109/icsmc.2008.4811372","mag":"1967913599"},"language":"en","primary_location":{"id":"doi:10.1109/icsmc.2008.4811372","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icsmc.2008.4811372","pdf_url":null,"source":{"id":"https://openalex.org/S4210195764","display_name":"Conference proceedings/Conference proceedings - IEEE International Conference on Systems, Man, and Cybernetics","issn_l":"1062-922X","issn":["1062-922X","2577-1655"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2008 IEEE International Conference on Systems, Man and Cybernetics","raw_type":"proceedings-article"},"type":"conference-paper","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/A5054515260","display_name":"Jianbo Yang","orcid":"https://orcid.org/0000-0002-1368-5294"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Jian-Bo Yang","raw_affiliation_strings":["Department of Mechanical Engineering, National University of Singapore, Singapore, Singapore","Dept. of Mech. Eng., Nat. Univ. of Singapore, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, National University of Singapore, Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]},{"raw_affiliation_string":"Dept. of Mech. Eng., Nat. Univ. of Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110046344","display_name":"Kaiquan Shen","orcid":null},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Kai-Quan Shen","raw_affiliation_strings":["Department of Mechanical Engineering, National University of Singapore, Singapore, Singapore","Dept. of Mech. Eng., Nat. Univ. of Singapore, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, National University of Singapore, Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]},{"raw_affiliation_string":"Dept. of Mech. Eng., Nat. Univ. of Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035977724","display_name":"Chong\u2010Jin Ong","orcid":null},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Chong-Jin Ong","raw_affiliation_strings":["Department of Mechanical Engineering, National University of Singapore, Singapore, Singapore","Dept. of Mech. Eng., Nat. Univ. of Singapore, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, National University of Singapore, Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]},{"raw_affiliation_string":"Dept. of Mech. Eng., Nat. Univ. of Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041611973","display_name":"Xiaoping Li","orcid":"https://orcid.org/0000-0003-3201-0038"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Xiao-Ping Li","raw_affiliation_strings":["Department of Mechanical Engineering, National University of Singapore, Singapore, Singapore","Dept. of Mech. Eng., Nat. Univ. of Singapore, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, National University of Singapore, Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]},{"raw_affiliation_string":"Dept. of Mech. Eng., Nat. Univ. of Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I165932596"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"774","last_page":"779"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9998000264167786,"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/T10057","display_name":"Face and Expression Recognition","score":0.9983999729156494,"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/T11447","display_name":"Blind Source Separation Techniques","score":0.9908000230789185,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/feature-selection","display_name":"Feature selection","score":0.7742438316345215},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7089358568191528},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6892898678779602},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6664923429489136},{"id":"https://openalex.org/keywords/perceptron","display_name":"Perceptron","score":0.6524319648742676},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6365949511528015},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.5839192867279053},{"id":"https://openalex.org/keywords/multilayer-perceptron","display_name":"Multilayer perceptron","score":0.5644731521606445},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.5518187880516052},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.49858808517456055},{"id":"https://openalex.org/keywords/feature-vector","display_name":"Feature vector","score":0.4936846196651459},{"id":"https://openalex.org/keywords/measure","display_name":"Measure (data warehouse)","score":0.4641626477241516},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4624747037887573},{"id":"https://openalex.org/keywords/sensitivity","display_name":"Sensitivity (control systems)","score":0.42826423048973083},{"id":"https://openalex.org/keywords/probabilistic-neural-network","display_name":"Probabilistic neural network","score":0.4155641496181488},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3975420594215393},{"id":"https://openalex.org/keywords/time-delay-neural-network","display_name":"Time delay neural network","score":0.08599042892456055},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08309927582740784}],"concepts":[{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.7742438316345215},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7089358568191528},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6892898678779602},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6664923429489136},{"id":"https://openalex.org/C60908668","wikidata":"https://www.wikidata.org/wiki/Q690207","display_name":"Perceptron","level":3,"score":0.6524319648742676},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6365949511528015},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.5839192867279053},{"id":"https://openalex.org/C179717631","wikidata":"https://www.wikidata.org/wiki/Q2991667","display_name":"Multilayer perceptron","level":3,"score":0.5644731521606445},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.5518187880516052},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.49858808517456055},{"id":"https://openalex.org/C83665646","wikidata":"https://www.wikidata.org/wiki/Q42139305","display_name":"Feature vector","level":2,"score":0.4936846196651459},{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.4641626477241516},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4624747037887573},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.42826423048973083},{"id":"https://openalex.org/C134342201","wikidata":"https://www.wikidata.org/wiki/Q7246859","display_name":"Probabilistic neural network","level":4,"score":0.4155641496181488},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3975420594215393},{"id":"https://openalex.org/C175202392","wikidata":"https://www.wikidata.org/wiki/Q2434543","display_name":"Time delay neural network","level":3,"score":0.08599042892456055},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08309927582740784},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/icsmc.2008.4811372","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icsmc.2008.4811372","pdf_url":null,"source":{"id":"https://openalex.org/S4210195764","display_name":"Conference proceedings/Conference proceedings - IEEE International Conference on Systems, Man, and Cybernetics","issn_l":"1062-922X","issn":["1062-922X","2577-1655"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2008 IEEE International Conference on Systems, Man and Cybernetics","raw_type":"proceedings-article"},{"id":"pmh:oai:scholarbank.nus.edu.sg:10635/73467","is_oa":false,"landing_page_url":"http://scholarbank.nus.edu.sg/handle/10635/73467","pdf_url":null,"source":{"id":"https://openalex.org/S7407052290","display_name":"National University of Singapore","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Scopus","raw_type":"Conference Paper"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W1512098439","https://openalex.org/W1540007258","https://openalex.org/W1576520375","https://openalex.org/W1601740268","https://openalex.org/W1618905105","https://openalex.org/W1749992802","https://openalex.org/W1922017469","https://openalex.org/W1974441948","https://openalex.org/W2017337590","https://openalex.org/W2019575783","https://openalex.org/W2037984448","https://openalex.org/W2056983531","https://openalex.org/W2084812512","https://openalex.org/W2087347434","https://openalex.org/W2097839764","https://openalex.org/W2098368939","https://openalex.org/W2113584252","https://openalex.org/W2116948717","https://openalex.org/W2119479037","https://openalex.org/W2119821739","https://openalex.org/W2131595827","https://openalex.org/W2143426320","https://openalex.org/W2143628522","https://openalex.org/W2143833218","https://openalex.org/W2147499849","https://openalex.org/W2148603752","https://openalex.org/W2150796457","https://openalex.org/W2151208049","https://openalex.org/W2154053567","https://openalex.org/W2156909104","https://openalex.org/W2158001550","https://openalex.org/W2161767008","https://openalex.org/W2163055872","https://openalex.org/W2801037055","https://openalex.org/W2911964244","https://openalex.org/W2912934387","https://openalex.org/W3120740533","https://openalex.org/W4214489032","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W2076543106","https://openalex.org/W2523437662","https://openalex.org/W89844371","https://openalex.org/W2019891950","https://openalex.org/W2085842814","https://openalex.org/W4286643620","https://openalex.org/W4387048144","https://openalex.org/W2492135063","https://openalex.org/W2362514456","https://openalex.org/W2136232598"],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"a":[3,17,26,50],"new":[4],"wrapper-based":[5],"feature":[6,18,27,35,58,97],"selection":[7,98],"method":[8,85],"for":[9,100],"multi-layer":[10],"perceptrons":[11],"(MLP)":[12],"neural":[13],"networks.":[14],"It":[15],"uses":[16],"ranking":[19],"criterion":[20,67],"to":[21,56],"measure":[22],"the":[23,30,34,38,42,47,73,83],"importance":[24,53],"of":[25,37,41,52],"by":[28],"computing":[29],"aggregate":[31],"difference,":[32],"over":[33],"space,":[36],"probabilistic":[39],"outputs":[40],"MLP":[43],"with":[44,54],"and":[45,79],"without":[46],"feature.":[48],"Thus,":[49],"score":[51],"respect":[55],"every":[57],"can":[59],"be":[60],"provided":[61],"using":[62],"this":[63],"criterion.":[64],"The":[65],"proposed":[66,84],"has":[68],"inexpensive":[69],"evaluation.":[70],"Based":[71],"on":[72,76],"numerical":[74],"experiment":[75],"several":[77,95],"artificial":[78],"real-world":[80],"data":[81],"sets,":[82],"performs":[86],"at":[87],"least":[88],"as":[89],"well,":[90],"if":[91],"not":[92],"better,":[93],"than":[94],"existing":[96],"methods":[99],"MLP.":[101]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2021,"cited_by_count":3},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
