{"id":"https://openalex.org/W2782699075","doi":"https://doi.org/10.1109/iske.2017.8258768","title":"Diverse activation functions in deep learning","display_name":"Diverse activation functions in deep learning","publication_year":2017,"publication_date":"2017-11-01","ids":{"openalex":"https://openalex.org/W2782699075","doi":"https://doi.org/10.1109/iske.2017.8258768","mag":"2782699075"},"language":"en","primary_location":{"id":"doi:10.1109/iske.2017.8258768","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iske.2017.8258768","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 12th International Conference on Intelligent Systems and Knowledge Engineering (ISKE)","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/A5059575276","display_name":"Bin Wang","orcid":"https://orcid.org/0000-0003-4748-6426"},"institutions":[{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Bin Wang","raw_affiliation_strings":["School of Information Science and Technology, Southwest Jiaotong University, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Southwest Jiaotong University, Chengdu, China","institution_ids":["https://openalex.org/I4800084"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070559820","display_name":"Tianrui Li","orcid":"https://orcid.org/0000-0001-7780-104X"},"institutions":[{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tianrui Li","raw_affiliation_strings":["School of Information Science and Technology, Southwest Jiaotong University, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Southwest Jiaotong University, Chengdu, China","institution_ids":["https://openalex.org/I4800084"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071469942","display_name":"Yanyong Huang","orcid":"https://orcid.org/0000-0001-9322-2777"},"institutions":[{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanyong Huang","raw_affiliation_strings":["School of Information Science and Technology, Southwest Jiaotong University, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Southwest Jiaotong University, Chengdu, China","institution_ids":["https://openalex.org/I4800084"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060295796","display_name":"Huaishao Luo","orcid":"https://orcid.org/0000-0003-4297-1270"},"institutions":[{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huaishao Luo","raw_affiliation_strings":["School of Information Science and Technology, Southwest Jiaotong University, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Southwest Jiaotong University, Chengdu, China","institution_ids":["https://openalex.org/I4800084"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048793108","display_name":"Dongming Guo","orcid":"https://orcid.org/0000-0002-4439-2718"},"institutions":[{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dongming Guo","raw_affiliation_strings":["School of Information Science and Technology, Southwest Jiaotong University, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Southwest Jiaotong University, Chengdu, China","institution_ids":["https://openalex.org/I4800084"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038219098","display_name":"Shi\u2010Jinn Horng","orcid":"https://orcid.org/0000-0002-9978-0400"},"institutions":[{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Shi-Jinn Horng","raw_affiliation_strings":["Department of Computer Science and Information Engineering, National Taiwan University of Science and Technology, Taipei, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Information Engineering, National Taiwan University of Science and Technology, Taipei, Taiwan","institution_ids":["https://openalex.org/I154864474"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5059575276"],"corresponding_institution_ids":["https://openalex.org/I4800084"],"apc_list":null,"apc_paid":null,"fwci":0.3641,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.70220795,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9998000264167786,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9998000264167786,"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":0.9987000226974487,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9983999729156494,"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":0.7565106153488159},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.718740701675415},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6326926946640015},{"id":"https://openalex.org/keywords/softmax-function","display_name":"Softmax function","score":0.6236981153488159},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6167674660682678},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.48300087451934814},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.4717691242694855},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.4524206221103668},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.4206470251083374}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7565106153488159},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.718740701675415},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6326926946640015},{"id":"https://openalex.org/C188441871","wikidata":"https://www.wikidata.org/wiki/Q7554146","display_name":"Softmax function","level":3,"score":0.6236981153488159},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6167674660682678},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.48300087451934814},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.4717691242694855},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.4524206221103668},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.4206470251083374}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iske.2017.8258768","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iske.2017.8258768","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 12th International Conference on Intelligent Systems and Knowledge Engineering (ISKE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Partnerships for the goals","id":"https://metadata.un.org/sdg/17","score":0.49000000953674316}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W630242894","https://openalex.org/W1677182931","https://openalex.org/W1694178301","https://openalex.org/W1806891645","https://openalex.org/W1849277567","https://openalex.org/W1921523184","https://openalex.org/W2136655611","https://openalex.org/W2156387975","https://openalex.org/W2163605009","https://openalex.org/W2176412452","https://openalex.org/W2193413348","https://openalex.org/W2194435393","https://openalex.org/W2293078015","https://openalex.org/W2436203038","https://openalex.org/W2528639018","https://openalex.org/W2618530766","https://openalex.org/W2963285578","https://openalex.org/W2963703360","https://openalex.org/W6679997575","https://openalex.org/W6682889407","https://openalex.org/W6687566353","https://openalex.org/W6696761078","https://openalex.org/W6697168296","https://openalex.org/W6718313150","https://openalex.org/W6728547873"],"related_works":["https://openalex.org/W2899027234","https://openalex.org/W4323060069","https://openalex.org/W4226493464","https://openalex.org/W4312417841","https://openalex.org/W2947839263","https://openalex.org/W3193565141","https://openalex.org/W3133861977","https://openalex.org/W3120400911","https://openalex.org/W3167935049","https://openalex.org/W3029198973"],"abstract_inverted_index":{"We":[0],"introduce":[1],"the":[2,24,37,53,78,82,116],"concept":[3],"of":[4,36,52,69,81],"diverse":[5,17,42,73,120],"activation":[6,18,34],"functions,":[7],"and":[8,48,61,65,127],"apply":[9],"them":[10],"into":[11],"Convolutional":[12],"Auto-Encoder":[13],"(CAE)":[14],"to":[15,29,122],"develop":[16],"CAE":[19,31,60],"(DaCAE),":[20],"which":[21],"considerably":[22],"reduces":[23],"reconstruction":[25,54],"loss.":[26],"In":[27,50],"contrast":[28],"vanilla":[30,59],"only":[32],"with":[33,132],"functions":[35],"same":[38],"types,":[39],"DaCAE":[40,56],"incorporates":[41],"activations":[43,74,121],"by":[44],"considering":[45],"their":[46],"cooperation":[47],"location.":[49],"terms":[51],"capability,":[55],"significantly":[57],"outperforms":[58],"full":[62],"connected":[63],"Auto-Encoder,":[64],"we":[66,89],"conclude":[67],"rules":[68,96],"thumb":[70],"on":[71,77],"designing":[72],"networks.":[75],"Based":[76],"high":[79],"quality":[80],"latent":[83],"bottleneck":[84],"features":[85],"extracted":[86],"from":[87],"DaCAE,":[88],"demonstrate":[90],"a":[91],"satisfying":[92],"advantage":[93],"that":[94],"fuzzy":[95,129],"classifier":[97],"performs":[98],"better":[99],"than":[100],"softmax":[101],"layer":[102],"in":[103,115],"supervised":[104],"learning.":[105,134],"These":[106],"results":[107],"could":[108],"be":[109],"seen":[110],"as":[111],"new":[112],"research":[113],"points":[114],"attempts":[117],"at":[118],"using":[119],"train":[123],"deep":[124,133],"neural":[125],"networks":[126],"combining":[128],"inference":[130],"systems":[131]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
