{"id":"https://openalex.org/W2791974356","doi":"https://doi.org/10.1016/j.neunet.2018.03.007","title":"The convergence analysis of SpikeProp algorithm with smoothing L1\u22152 regularization","display_name":"The convergence analysis of SpikeProp algorithm with smoothing L1\u22152 regularization","publication_year":2018,"publication_date":"2018-07-01","ids":{"openalex":"https://openalex.org/W2791974356","doi":"https://doi.org/10.1016/j.neunet.2018.03.007","mag":"2791974356","pmid":"https://pubmed.ncbi.nlm.nih.gov/29625353"},"language":"en","primary_location":{"is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.neunet.2018.03.007","pdf_url":null,"source":{"id":"https://openalex.org/S123019304","display_name":"Neural Networks","issn_l":"0893-6080","issn":["1879-2782","0893-6080"],"is_oa":false,"is_in_doaj":false,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"version":null,"is_accepted":false,"is_published":false},"type":"article","type_crossref":"journal-article","indexed_in":["crossref","pubmed"],"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/A5024970317","display_name":"Jun Zhao","orcid":"https://orcid.org/0000-0002-3573-152X"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junhong Zhao","raw_affiliation_string":"School of Mathematical Sciences,Dalian University of Technology,Dalian 116024,China","raw_affiliation_strings":["School of Mathematical Sciences,Dalian University of Technology,Dalian 116024,China"]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015925094","display_name":"Jacek M. \u017burada","orcid":"https://orcid.org/0000-0001-6622-534X"},"institutions":[{"id":"https://openalex.org/I142740786","display_name":"University of Louisville","ror":"https://ror.org/01ckdn478","country_code":"US","type":"education","lineage":["https://openalex.org/I142740786"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jacek M. Zurada","raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Louisville, Louisville, KY 40292, USA; Information Technology Institute, University of Social Sciences, \u00c5d\u00c5\u00a090-113, Poland.","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Louisville, Louisville, KY 40292, USA; Information Technology Institute, University of Social Sciences, \u00c5d\u00c5\u00a090-113, Poland."]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076004172","display_name":"Jie Yang","orcid":"https://orcid.org/0000-0003-1318-3996"},"institutions":[{"id":"https://openalex.org/I142740786","display_name":"University of Louisville","ror":"https://ror.org/01ckdn478","country_code":"US","type":"education","lineage":["https://openalex.org/I142740786"]},{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Jie Yang","raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Louisville, Louisville, KY 40292, USA; School of Mathematical Sciences, Dalian University of Technology, Dalian 116024, China","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Louisville, Louisville, KY 40292, USA","School of Mathematical Sciences, Dalian University of Technology, Dalian 116024, China"]},{"author_position":"last","author":{"id":"https://openalex.org/A5032938416","display_name":"Wei Wu","orcid":"https://orcid.org/0000-0001-8283-0654"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Wu","raw_affiliation_string":"School of Mathematical Sciences,Dalian University of Technology,Dalian 116024,China","raw_affiliation_strings":["School of Mathematical Sciences,Dalian University of Technology,Dalian 116024,China"]}],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":3350,"currency":"USD","value_usd":3350,"provenance":"doaj"},"apc_paid":{"value":3350,"currency":"USD","value_usd":3350,"provenance":"doaj"},"has_fulltext":true,"fulltext_origin":"ngrams","cited_by_count":17,"cited_by_percentile_year":{"min":91,"max":92},"biblio":{"volume":"103","issue":null,"first_page":"19","last_page":"28"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Memristive Devices for Neuromorphic Computing","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10502","display_name":"Memristive Devices for Neuromorphic Computing","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10320","display_name":"Neural Network Fundamentals and Applications","score":0.9985,"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/T10581","display_name":"Neuronal Oscillations in Cortical Networks","score":0.9984,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"keyword":"spikeprop algorithm","score":0.7804},{"keyword":"smoothing","score":0.4483},{"keyword":"convergence analysis","score":0.266}],"concepts":[{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.7323416},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7001165},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6116461},{"id":"https://openalex.org/C3770464","wikidata":"https://www.wikidata.org/wiki/Q775963","display_name":"Smoothing","level":2,"score":0.59821594},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.55132747},{"id":"https://openalex.org/C57869625","wikidata":"https://www.wikidata.org/wiki/Q1783502","display_name":"Rate of convergence","level":3,"score":0.4223855},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.41507852},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37281132},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.10169682},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.07821512},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":"","qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":"","qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D013223","descriptor_name":"Statistics as Topic","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D001943","descriptor_name":"Breast Neoplasms","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":false},{"descriptor_ui":"D001943","descriptor_name":"Breast Neoplasms","qualifier_ui":"","qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":"","qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":"","qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013223","descriptor_name":"Statistics as Topic","qualifier_ui":"Q000639","qualifier_name":"trends","is_major_topic":false},{"descriptor_ui":"D013223","descriptor_name":"Statistics as Topic","qualifier_ui":"","qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.neunet.2018.03.007","pdf_url":null,"source":{"id":"https://openalex.org/S123019304","display_name":"Neural Networks","issn_l":"0893-6080","issn":["1879-2782","0893-6080"],"is_oa":false,"is_in_doaj":false,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"version":null,"is_accepted":false,"is_published":false},{"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/29625353","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":["National Institutes of Health"],"type":"repository"},"license":null,"version":null,"is_accepted":false,"is_published":false}],"best_oa_location":null,"sustainable_development_goals":[],"grants":[{"funder":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China","award_id":"11201051"},{"funder":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China","award_id":"61473059"}],"referenced_works_count":23,"referenced_works":["https://openalex.org/W101771737","https://openalex.org/W949243424","https://openalex.org/W1982779742","https://openalex.org/W2001619934","https://openalex.org/W2016782026","https://openalex.org/W2025166739","https://openalex.org/W2028069051","https://openalex.org/W2030302676","https://openalex.org/W2053795860","https://openalex.org/W2056201402","https://openalex.org/W2056747545","https://openalex.org/W2081469992","https://openalex.org/W2088350412","https://openalex.org/W2089316513","https://openalex.org/W2091845343","https://openalex.org/W2111719156","https://openalex.org/W2114475956","https://openalex.org/W2115471292","https://openalex.org/W2117270385","https://openalex.org/W2128084896","https://openalex.org/W2296517718","https://openalex.org/W2569813014","https://openalex.org/W3022436500"],"related_works":["https://openalex.org/W2383807498","https://openalex.org/W1978572805","https://openalex.org/W1997992934","https://openalex.org/W1987225439","https://openalex.org/W2149980199","https://openalex.org/W2125114371","https://openalex.org/W2019977573","https://openalex.org/W3125766170","https://openalex.org/W2391139946","https://openalex.org/W2011580652"],"ngrams_url":"https://api.openalex.org/works/W2791974356/ngrams","abstract_inverted_index":{"Unlike":[0],"the":[1,4,15,59,65,79,97,100,104,107],"first":[2],"and":[3,103,112],"second":[5],"generation":[6],"artificial":[7],"neural":[8,11],"networks,":[9],"spiking":[10],"networks":[12],"(SNNs)":[13],"model":[14],"human":[16],"brain":[17],"by":[18,52],"incorporating":[19],"not":[20],"only":[21],"synaptic":[22],"state":[23],"but":[24],"also":[25],"a":[26,45],"temporal":[27],"component":[28],"into":[29,58],"their":[30,34],"operating":[31],"model.":[32],"However,":[33],"intrinsic":[35],"properties":[36],"require":[37],"expensive":[38],"computation":[39],"during":[40],"training.":[41],"This":[42,62],"paper":[43],"presents":[44],"novel":[46],"algorithm":[47,63,83],"to":[48],"SpikeProp":[49],"for":[50,96],"SNN":[51],"introducing":[53],"smoothing":[54],"L1\u22152":[55],"regularization":[56],"term":[57],"error":[60],"function.":[61],"makes":[64],"network":[66],"structure":[67],"sparse,":[68],"with":[69],"some":[70,87],"smaller":[71],"weights":[72],"that":[73],"can":[74],"be":[75],"eventually":[76],"removed.":[77],"Meanwhile,":[78],"convergence":[80,98,101],"of":[81],"this":[82],"is":[84],"proved":[85],"under":[86],"reasonable":[88],"conditions.":[89],"The":[90],"proposed":[91],"algorithms":[92],"have":[93],"been":[94],"tested":[95],"speed,":[99],"rate":[102],"generalization":[105],"on":[106],"classical":[108],"XOR-problem,":[109],"Iris":[110],"problem":[111],"Wisconsin":[113],"Breast":[114],"Cancer":[115],"classification.":[116]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W2791974356","counts_by_year":[{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":2}],"updated_date":"2024-03-25T17:31:53.947634","created_date":"2018-03-29"}