{"id":"https://openalex.org/W2296425348","doi":"https://doi.org/10.5220/0005571806210628","title":"Multicriteria Neural Network Design in the Speech-based Emotion Recognition Problem","display_name":"Multicriteria Neural Network Design in the Speech-based Emotion Recognition Problem","publication_year":2015,"publication_date":"2015-01-01","ids":{"openalex":"https://openalex.org/W2296425348","doi":"https://doi.org/10.5220/0005571806210628","mag":"2296425348"},"language":"en","primary_location":{"id":"doi:10.5220/0005571806210628","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0005571806210628","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 12th International Conference on Informatics in Control, Automation and Robotics","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.5220/0005571806210628","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5074068820","display_name":"Christina Brester","orcid":"https://orcid.org/0000-0001-8196-2954"},"institutions":[{"id":"https://openalex.org/I56490300","display_name":"Siberian State Aerospace University","ror":"https://ror.org/05r50mj29","country_code":"RU","type":"education","lineage":["https://openalex.org/I56490300"]}],"countries":["RU"],"is_corresponding":true,"raw_author_name":"Christina Brester","raw_affiliation_strings":["Siberian State Aerospace University, Russian Federation"],"affiliations":[{"raw_affiliation_string":"Siberian State Aerospace University, Russian Federation","institution_ids":["https://openalex.org/I56490300"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035349875","display_name":"Eugene Semenkin","orcid":"https://orcid.org/0000-0002-3776-5707"},"institutions":[{"id":"https://openalex.org/I56490300","display_name":"Siberian State Aerospace University","ror":"https://ror.org/05r50mj29","country_code":"RU","type":"education","lineage":["https://openalex.org/I56490300"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Eugene Semenkin","raw_affiliation_strings":["Siberian State Aerospace University, Russian Federation"],"affiliations":[{"raw_affiliation_string":"Siberian State Aerospace University, Russian Federation","institution_ids":["https://openalex.org/I56490300"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009475449","display_name":"Maxim Sidorov","orcid":"https://orcid.org/0000-0001-5978-5744"},"institutions":[{"id":"https://openalex.org/I196349391","display_name":"Universit\u00e4t Ulm","ror":"https://ror.org/032000t02","country_code":"DE","type":"education","lineage":["https://openalex.org/I196349391"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Maxim Sidorov","raw_affiliation_strings":["University of Ulm, Germany"],"affiliations":[{"raw_affiliation_string":"University of Ulm, Germany","institution_ids":["https://openalex.org/I196349391"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051135407","display_name":"Olga Semenkina","orcid":"https://orcid.org/0000-0003-1292-0026"},"institutions":[{"id":"https://openalex.org/I56490300","display_name":"Siberian State Aerospace University","ror":"https://ror.org/05r50mj29","country_code":"RU","type":"education","lineage":["https://openalex.org/I56490300"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Olga Semenkina","raw_affiliation_strings":["Siberian State Aerospace University, Russian Federation"],"affiliations":[{"raw_affiliation_string":"Siberian State Aerospace University, Russian Federation","institution_ids":["https://openalex.org/I56490300"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5074068820"],"corresponding_institution_ids":["https://openalex.org/I56490300"],"apc_list":null,"apc_paid":null,"fwci":0.8629,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.83542303,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"621","last_page":"628"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9958000183105469,"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":0.9958000183105469,"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/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.9693999886512756,"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9244999885559082,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/computer-science","display_name":"Computer science","score":0.7517117261886597},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6753191351890564},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.5860986113548279},{"id":"https://openalex.org/keywords/emotion-recognition","display_name":"Emotion recognition","score":0.5732631683349609},{"id":"https://openalex.org/keywords/time-delay-neural-network","display_name":"Time delay neural network","score":0.47964340448379517},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45954033732414246},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35366272926330566}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7517117261886597},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6753191351890564},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.5860986113548279},{"id":"https://openalex.org/C2777438025","wikidata":"https://www.wikidata.org/wiki/Q1339090","display_name":"Emotion recognition","level":2,"score":0.5732631683349609},{"id":"https://openalex.org/C175202392","wikidata":"https://www.wikidata.org/wiki/Q2434543","display_name":"Time delay neural network","level":3,"score":0.47964340448379517},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45954033732414246},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35366272926330566}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.5220/0005571806210628","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0005571806210628","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 12th International Conference on Informatics in Control, Automation and Robotics","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.5220/0005571806210628","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0005571806210628","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 12th International Conference on Informatics in Control, Automation and Robotics","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W1584270863","https://openalex.org/W1595652908","https://openalex.org/W2603525251","https://openalex.org/W4285294654","https://openalex.org/W2085961337","https://openalex.org/W3113777316","https://openalex.org/W3126677997","https://openalex.org/W2386241395","https://openalex.org/W2357447513","https://openalex.org/W2107201395"],"abstract_inverted_index":{"In":[0],"this":[1,27,103],"paper":[2],"we":[3],"introduce":[4],"the":[5,20,34,42,54,60,66,70,75,92,97,108,115,118,121,127,136,151,164,167],"two-criterion":[6,98],"optimization":[7],"model":[8],"to":[9,32,45,59,90,114,126,143,147,157,163],"design":[10],"multilayer":[11],"perceptrons":[12],"taking":[13],"into":[14],"account":[15],"two":[16],"objectives,":[17],"which":[18],"are":[19,57],"classification":[21,48],"accuracy":[22,154],"and":[23,40,74,138,146],"computational":[24],"complexity.":[25],"Using":[26],"technique,":[28],"it":[29],"is":[30,85,105],"possible":[31],"simplify":[33],"structure":[35],"of":[36,53,63,68,72,102,120,129,166,169],"neural":[37],"network":[38],"classifiers":[39,130],"at":[41],"same":[43],"time":[44],"keep":[46],"high":[47],"accuracy.":[49],"The":[50,80,100],"main":[51],"benefits":[52],"approach":[55,104],"proposed":[56,122],"related":[58],"automatic":[61],"choice":[62],"activation":[64],"functions,":[65],"possibility":[67],"generating":[69],"ensemble":[71,168],"classifiers,":[73],"embedded":[76],"feature":[77],"selection":[78],"procedure.":[79],"cooperative":[81],"multi-objective":[82],"genetic":[83],"algorithm":[84],"used":[86],"as":[87],"an":[88,148],"optimizer":[89],"determine":[91],"Pareto":[93],"set":[94],"approximation":[95],"in":[96,135,141,150],"problem.":[99,112],"effectiveness":[101],"investigated":[106],"on":[107],"speech-based":[109],"emotion":[110,152],"recognition":[111,153],"According":[113],"results":[116],"obtained,":[117],"usage":[119],"technique":[123],"might":[124],"lead":[125],"generation":[128],"comprised":[131],"by":[132,155],"fewer":[133],"neurons":[134],"input":[137],"hidden":[139],"layers,":[140],"contrast":[142],"conventional":[144],"models,":[145],"increase":[149],"up":[156],"a":[158],"4.25%":[159],"relative":[160],"improvement":[161],"due":[162],"application":[165],"classifiers.":[170]},"counts_by_year":[{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}