{"id":"https://openalex.org/W3202095041","doi":"https://doi.org/10.1109/ijcnn52387.2021.9534283","title":"DoB-SNN: A New Neuron Assembly-Inspired Spiking Neural Network for Pattern Classification","display_name":"DoB-SNN: A New Neuron Assembly-Inspired Spiking Neural Network for Pattern Classification","publication_year":2021,"publication_date":"2021-07-18","ids":{"openalex":"https://openalex.org/W3202095041","doi":"https://doi.org/10.1109/ijcnn52387.2021.9534283","mag":"3202095041"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn52387.2021.9534283","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn52387.2021.9534283","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 International Joint Conference on Neural Networks (IJCNN)","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/A5042695301","display_name":"Vahid Saranirad","orcid":"https://orcid.org/0000-0002-2787-4352"},"institutions":[{"id":"https://openalex.org/I138801177","display_name":"University of Ulster","ror":"https://ror.org/01yp9g959","country_code":"GB","type":"education","lineage":["https://openalex.org/I138801177"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Vahid Saranirad","raw_affiliation_strings":["Intelligent Systems Research Centre, Ulster University, Derry, Northern Ireland, UK"],"affiliations":[{"raw_affiliation_string":"Intelligent Systems Research Centre, Ulster University, Derry, Northern Ireland, UK","institution_ids":["https://openalex.org/I138801177"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077410877","display_name":"T.M. McGinnity","orcid":"https://orcid.org/0000-0002-9897-4748"},"institutions":[{"id":"https://openalex.org/I138801177","display_name":"University of Ulster","ror":"https://ror.org/01yp9g959","country_code":"GB","type":"education","lineage":["https://openalex.org/I138801177"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"T.M. McGinnity","raw_affiliation_strings":["Intelligent Systems Research Centre, Ulster University, Derry, Northern Ireland, UK"],"affiliations":[{"raw_affiliation_string":"Intelligent Systems Research Centre, Ulster University, Derry, Northern Ireland, UK","institution_ids":["https://openalex.org/I138801177"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091517700","display_name":"Shirin Dora","orcid":"https://orcid.org/0000-0001-6182-4124"},"institutions":[{"id":"https://openalex.org/I138801177","display_name":"University of Ulster","ror":"https://ror.org/01yp9g959","country_code":"GB","type":"education","lineage":["https://openalex.org/I138801177"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Shirin Dora","raw_affiliation_strings":["Intelligent Systems Research Centre, Ulster University, Derry, Northern Ireland, UK"],"affiliations":[{"raw_affiliation_string":"Intelligent Systems Research Centre, Ulster University, Derry, Northern Ireland, UK","institution_ids":["https://openalex.org/I138801177"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040873360","display_name":"Damien Coyle","orcid":"https://orcid.org/0000-0002-4739-1040"},"institutions":[{"id":"https://openalex.org/I138801177","display_name":"University of Ulster","ror":"https://ror.org/01yp9g959","country_code":"GB","type":"education","lineage":["https://openalex.org/I138801177"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Damien Coyle","raw_affiliation_strings":["Intelligent Systems Research Centre, Ulster University, Derry, Northern Ireland, UK"],"affiliations":[{"raw_affiliation_string":"Intelligent Systems Research Centre, Ulster University, Derry, Northern Ireland, UK","institution_ids":["https://openalex.org/I138801177"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5042695301"],"corresponding_institution_ids":["https://openalex.org/I138801177"],"apc_list":null,"apc_paid":null,"fwci":0.3008,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.56589796,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"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/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":0.9994000196456909,"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/T12611","display_name":"Neural Networks and Reservoir Computing","score":0.9970999956130981,"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/spiking-neural-network","display_name":"Spiking neural network","score":0.9120529890060425},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7548865675926208},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6412663459777832},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5693764090538025},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.44431328773498535},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4430955946445465},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4180234670639038},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.38300466537475586}],"concepts":[{"id":"https://openalex.org/C11731999","wikidata":"https://www.wikidata.org/wiki/Q9067355","display_name":"Spiking neural network","level":3,"score":0.9120529890060425},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7548865675926208},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6412663459777832},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5693764090538025},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.44431328773498535},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4430955946445465},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4180234670639038},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.38300466537475586},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn52387.2021.9534283","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn52387.2021.9534283","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4979081001","display_name":null,"funder_award_id":"EP/V025724/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G776390656","display_name":null,"funder_award_id":"EP/T022175,EP/V025724/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W59997565","https://openalex.org/W267428601","https://openalex.org/W404240460","https://openalex.org/W1203519395","https://openalex.org/W1484977481","https://openalex.org/W1515242458","https://openalex.org/W1570411240","https://openalex.org/W1576838367","https://openalex.org/W1645800954","https://openalex.org/W1680392829","https://openalex.org/W2089620376","https://openalex.org/W2162827630","https://openalex.org/W2163982115","https://openalex.org/W2169074879","https://openalex.org/W2170968634","https://openalex.org/W2271476098","https://openalex.org/W2569813014","https://openalex.org/W2618255684","https://openalex.org/W2735894830","https://openalex.org/W2736237086","https://openalex.org/W2779025322","https://openalex.org/W2782973718","https://openalex.org/W2798878556","https://openalex.org/W2801844931","https://openalex.org/W2805087868","https://openalex.org/W2891530223","https://openalex.org/W2908664843","https://openalex.org/W2942803402","https://openalex.org/W2968865419","https://openalex.org/W3033478716","https://openalex.org/W3045777102","https://openalex.org/W3105516366","https://openalex.org/W3120740533","https://openalex.org/W4231081240","https://openalex.org/W6613934775","https://openalex.org/W6754595668","https://openalex.org/W6766814850"],"related_works":["https://openalex.org/W3126544799","https://openalex.org/W3104333581","https://openalex.org/W2542565870","https://openalex.org/W3111828357","https://openalex.org/W3018398156","https://openalex.org/W2920832517","https://openalex.org/W4388827557","https://openalex.org/W4387877594","https://openalex.org/W4285676431","https://openalex.org/W4377969828"],"abstract_inverted_index":{"Spiking":[0],"neural":[1,10,42],"networks":[2,11,32],"(SNNs)":[3],"as":[4,49,253],"the":[5,81,84,109,135,146,243],"third":[6],"generation":[7],"of":[8,33,51,70,75,93,127],"artificial":[9],"are":[12,208],"closer":[13],"to":[14,48,72,89,95,104,144],"their":[15,19],"biological":[16],"counterparts":[17],"than":[18,31,191,211,229],"predecessors.":[20],"SNNs":[21],"have":[22],"a":[23,39,61,68,91],"higher":[24],"computational":[25],"capacity":[26],"and":[27,119,152,172,216,226,257],"lower":[28],"power":[29],"requirements":[30],"sigmoidal":[34],"neurons.":[35],"In":[36,238],"this":[37],"paper,":[38],"new":[40,99],"spiking":[41],"network":[43],"for":[44,122,149,193,213,231],"pattern":[45],"classification":[46],"referred":[47],"Degree":[50],"Belonging":[52],"SNN":[53,255],"(DoB-SNN)":[54],"is":[55,58,102,129,142,174],"introduced.":[56],"DoB-SNN":[57,79,128,186,207,241,248],"inspired":[59],"by":[60,206],"neuronal":[62],"assembly":[63],"where":[64],"each":[65,96,150],"neuron":[66],"has":[67,187],"degree":[69],"belonging":[71],"every":[73],"class":[74],"data":[76],"being":[77],"process.":[78],"clusters":[80],"neurons":[82,94],"during":[83],"training":[85,100,123],"process":[86],"using":[87],"DoBs":[88,106],"allocate":[90],"group":[92],"class.":[97],"A":[98,157],"algorithm":[101,181],"presented":[103],"adjust":[105],"along":[107],"with":[108,163],"network's":[110,147],"synaptic":[111],"weights,":[112],"based":[113],"on":[114,131,160],"Spike-Timing":[115],"Dependent":[116],"Plasticity":[117],"(STDP)":[118],"neurons'":[120],"activity":[121],"samples.":[124],"The":[125,176],"performance":[126,190],"evaluated":[130],"five":[132],"datasets":[133,162],"from":[134],"UCI":[136],"machine":[137],"learning":[138,167,258],"repository.":[139],"Nested":[140],"Cross-Validation":[141],"employed":[143],"determine":[145],"hyperparameters":[148],"dataset":[151,196],"thoroughly":[153],"assess":[154],"generalisation":[155],"capability.":[156],"detailed":[158],"comparison":[159],"these":[161],"three":[164],"other":[165],"supervised":[166],"algorithms,":[168],"including":[169],"SpikeProp,":[170],"SWAT,":[171],"SRESN":[173],"provided.":[175],"results":[177],"show":[178],"that":[179],"no":[180],"significantly":[182,188,209,227],"outperforms":[183],"DoB-SNN,":[184],"Whereas":[185],"better":[189,228],"others":[192],"Liver":[194],"disorders":[195],"(>6.10%,":[197],"<tex":[198,220,234],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[199,221,235],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">$p":[200,222],"&lt;":[201,223],"0.01$</tex>":[202],").":[203,237],"Accuracies":[204],"obtained":[205],"greater":[210],"SWAT":[212],"both":[214],"Iris":[215,232],"Breast":[217],"Cancer":[218],"(>1.69%,":[219],"0.001$</tex>":[224],")":[225],"SpikeProp":[230],"(1.62%,":[233],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">$p=0.04$</tex>":[236],"all":[239],"comparisons,":[240],"used":[242],"smallest":[244],"network,":[245],"among":[246],"others.":[247],"therefore":[249],"offers":[250],"significant":[251],"potential":[252],"alternative":[254],"architecture":[256],"algorithm.":[259]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
