{"id":"https://openalex.org/W4310007453","doi":"https://doi.org/10.1109/ictc55196.2022.9952721","title":"Comparison between STDP and Gradient-descent Training Processes for Spiking Neural Networks Using MNIST Digits","display_name":"Comparison between STDP and Gradient-descent Training Processes for Spiking Neural Networks Using MNIST Digits","publication_year":2022,"publication_date":"2022-10-19","ids":{"openalex":"https://openalex.org/W4310007453","doi":"https://doi.org/10.1109/ictc55196.2022.9952721"},"language":"en","primary_location":{"id":"doi:10.1109/ictc55196.2022.9952721","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ictc55196.2022.9952721","pdf_url":null,"source":{"id":"https://openalex.org/S4363607740","display_name":"2022 13th International Conference on Information and Communication Technology Convergence (ICTC)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 13th International Conference on Information and Communication Technology Convergence (ICTC)","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/A5081711934","display_name":"Taewook Kang","orcid":"https://orcid.org/0000-0001-9147-3898"},"institutions":[{"id":"https://openalex.org/I142401562","display_name":"Electronics and Telecommunications Research Institute","ror":"https://ror.org/03ysstz10","country_code":"KR","type":"facility","lineage":["https://openalex.org/I142401562","https://openalex.org/I2801339556","https://openalex.org/I4210144908","https://openalex.org/I4387152098"]},{"id":"https://openalex.org/I196345858","display_name":"Chungnam National University","ror":"https://ror.org/0227as991","country_code":"KR","type":"education","lineage":["https://openalex.org/I196345858"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Taewook Kang","raw_affiliation_strings":["Electronics and Telecommunications Research Institute and Chungnam National University,Daejeon,Rep. of Korea","Electronics and Telecommunications Research Institute and Chungnam National University, Daejeon, Rep. of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electronics and Telecommunications Research Institute and Chungnam National University,Daejeon,Rep. of Korea","institution_ids":["https://openalex.org/I142401562","https://openalex.org/I196345858"]},{"raw_affiliation_string":"Electronics and Telecommunications Research Institute and Chungnam National University, Daejeon, Rep. of Korea","institution_ids":["https://openalex.org/I142401562","https://openalex.org/I196345858"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082525645","display_name":"Kwang\u2010Il Oh","orcid":"https://orcid.org/0000-0002-8715-7929"},"institutions":[{"id":"https://openalex.org/I142401562","display_name":"Electronics and Telecommunications Research Institute","ror":"https://ror.org/03ysstz10","country_code":"KR","type":"facility","lineage":["https://openalex.org/I142401562","https://openalex.org/I2801339556","https://openalex.org/I4210144908","https://openalex.org/I4387152098"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Kwang-Il Oh","raw_affiliation_strings":["Electronics and Telecommunications Research Institute,Daejeon,Rep. of Korea","Electronics and Telecommunications Research Institute, Daejeon, Rep. of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electronics and Telecommunications Research Institute,Daejeon,Rep. of Korea","institution_ids":["https://openalex.org/I142401562"]},{"raw_affiliation_string":"Electronics and Telecommunications Research Institute, Daejeon, Rep. of Korea","institution_ids":["https://openalex.org/I142401562"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100767181","display_name":"Jae\u2010Jin Lee","orcid":"https://orcid.org/0000-0003-3260-1620"},"institutions":[{"id":"https://openalex.org/I142401562","display_name":"Electronics and Telecommunications Research Institute","ror":"https://ror.org/03ysstz10","country_code":"KR","type":"facility","lineage":["https://openalex.org/I142401562","https://openalex.org/I2801339556","https://openalex.org/I4210144908","https://openalex.org/I4387152098"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jae-Jin Lee","raw_affiliation_strings":["Electronics and Telecommunications Research Institute,Daejeon,Rep. of Korea","Electronics and Telecommunications Research Institute, Daejeon, Rep. of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electronics and Telecommunications Research Institute,Daejeon,Rep. of Korea","institution_ids":["https://openalex.org/I142401562"]},{"raw_affiliation_string":"Electronics and Telecommunications Research Institute, Daejeon, Rep. of Korea","institution_ids":["https://openalex.org/I142401562"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014416848","display_name":"Wangrok Oh","orcid":"https://orcid.org/0000-0001-8205-5432"},"institutions":[{"id":"https://openalex.org/I196345858","display_name":"Chungnam National University","ror":"https://ror.org/0227as991","country_code":"KR","type":"education","lineage":["https://openalex.org/I196345858"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Wangrok Oh","raw_affiliation_strings":["Chungnam National University,Department of Radio and Information Communications Engineering,Daejeon,Rep. of Korea","Department of Radio and Information Communications Engineering, Chungnam National University, Daejeon, Rep. of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chungnam National University,Department of Radio and Information Communications Engineering,Daejeon,Rep. of Korea","institution_ids":["https://openalex.org/I196345858"]},{"raw_affiliation_string":"Department of Radio and Information Communications Engineering, Chungnam National University, Daejeon, Rep. of Korea","institution_ids":["https://openalex.org/I196345858"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.17654164,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"12","issue":null,"first_page":"1732","last_page":"1734"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural 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":"Advanced Memory and Neural 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/T10581","display_name":"Neural dynamics and brain function","score":0.9988999962806702,"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"}},{"id":"https://openalex.org/T12808","display_name":"Ferroelectric and Negative Capacitance Devices","score":0.9973999857902527,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/mnist-database","display_name":"MNIST database","score":0.9789210557937622},{"id":"https://openalex.org/keywords/spiking-neural-network","display_name":"Spiking neural network","score":0.8305655717849731},{"id":"https://openalex.org/keywords/backpropagation","display_name":"Backpropagation","score":0.8020948171615601},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7184805870056152},{"id":"https://openalex.org/keywords/gradient-descent","display_name":"Gradient descent","score":0.683583676815033},{"id":"https://openalex.org/keywords/stochastic-gradient-descent","display_name":"Stochastic gradient descent","score":0.6585307121276855},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6330598592758179},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.607819139957428},{"id":"https://openalex.org/keywords/spike","display_name":"Spike (software development)","score":0.5148879289627075},{"id":"https://openalex.org/keywords/spike-timing-dependent-plasticity","display_name":"Spike-timing-dependent plasticity","score":0.47691580653190613},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4476635456085205},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3469178080558777},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3236493468284607},{"id":"https://openalex.org/keywords/synaptic-plasticity","display_name":"Synaptic plasticity","score":0.1702544093132019}],"concepts":[{"id":"https://openalex.org/C190502265","wikidata":"https://www.wikidata.org/wiki/Q17069496","display_name":"MNIST database","level":3,"score":0.9789210557937622},{"id":"https://openalex.org/C11731999","wikidata":"https://www.wikidata.org/wiki/Q9067355","display_name":"Spiking neural network","level":3,"score":0.8305655717849731},{"id":"https://openalex.org/C155032097","wikidata":"https://www.wikidata.org/wiki/Q798503","display_name":"Backpropagation","level":3,"score":0.8020948171615601},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7184805870056152},{"id":"https://openalex.org/C153258448","wikidata":"https://www.wikidata.org/wiki/Q1199743","display_name":"Gradient descent","level":3,"score":0.683583676815033},{"id":"https://openalex.org/C206688291","wikidata":"https://www.wikidata.org/wiki/Q7617819","display_name":"Stochastic gradient descent","level":3,"score":0.6585307121276855},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6330598592758179},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.607819139957428},{"id":"https://openalex.org/C2781390188","wikidata":"https://www.wikidata.org/wiki/Q25203449","display_name":"Spike (software development)","level":2,"score":0.5148879289627075},{"id":"https://openalex.org/C159919123","wikidata":"https://www.wikidata.org/wiki/Q7577157","display_name":"Spike-timing-dependent plasticity","level":4,"score":0.47691580653190613},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4476635456085205},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3469178080558777},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3236493468284607},{"id":"https://openalex.org/C98229152","wikidata":"https://www.wikidata.org/wiki/Q1551556","display_name":"Synaptic plasticity","level":3,"score":0.1702544093132019},{"id":"https://openalex.org/C170493617","wikidata":"https://www.wikidata.org/wiki/Q208467","display_name":"Receptor","level":2,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ictc55196.2022.9952721","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ictc55196.2022.9952721","pdf_url":null,"source":{"id":"https://openalex.org/S4363607740","display_name":"2022 13th International Conference on Information and Communication Technology Convergence (ICTC)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 13th International Conference on Information and Communication Technology Convergence (ICTC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.8199999928474426,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W2019598563","https://openalex.org/W2053163863","https://openalex.org/W2109596721","https://openalex.org/W2513853720","https://openalex.org/W2898323475","https://openalex.org/W2955338161","https://openalex.org/W2990793844","https://openalex.org/W4238614602","https://openalex.org/W4285309577"],"related_works":["https://openalex.org/W4281699635","https://openalex.org/W4321472116","https://openalex.org/W2542565870","https://openalex.org/W3202619090","https://openalex.org/W3102040318","https://openalex.org/W4287724471","https://openalex.org/W2944910788","https://openalex.org/W3110622310","https://openalex.org/W3177394781","https://openalex.org/W4310007453"],"abstract_inverted_index":{"Spiking":[0],"neural":[1,21],"networks":[2],"(SNN)":[3],"operated":[4],"by":[5,43],"the":[6,41,44],"event-driven":[7],"spiking":[8],"process":[9],"can":[10],"perform":[11],"rapid":[12],"inferences":[13],"with":[14],"low":[15],"power":[16],"consumption,":[17],"compared":[18],"to":[19],"other":[20],"networks.":[22],"This":[23],"study":[24],"presents":[25],"a":[26,47],"comparison":[27],"between":[28],"spike-timing-dependent":[29],"plasticity":[30],"(STDP)-based":[31],"unsupervised":[32],"training":[33,38],"and":[34],"backpropagation-based":[35],"gradient-descent":[36],"(BGD)":[37],"approaches":[39],"for":[40],"SNNs":[42],"evaluation":[45],"of":[46],"selected":[48],"MNIST":[49],"subset.":[50]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
