{"id":"https://openalex.org/W2608429366","doi":"https://doi.org/10.1109/tnnls.2017.2695171","title":"Spiking, Bursting, and Population Dynamics in a Network of Growth Transform Neurons","display_name":"Spiking, Bursting, and Population Dynamics in a Network of Growth Transform Neurons","publication_year":2017,"publication_date":"2017-04-27","ids":{"openalex":"https://openalex.org/W2608429366","doi":"https://doi.org/10.1109/tnnls.2017.2695171","mag":"2608429366","pmid":"https://pubmed.ncbi.nlm.nih.gov/28463206"},"language":"en","primary_location":{"id":"doi:10.1109/tnnls.2017.2695171","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnnls.2017.2695171","pdf_url":null,"source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Networks and Learning Systems","raw_type":"journal-article"},"type":"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/A5048680914","display_name":"Ahana Gangopadhyay","orcid":"https://orcid.org/0000-0001-8029-267X"},"institutions":[{"id":"https://openalex.org/I204465549","display_name":"Washington University in St. Louis","ror":"https://ror.org/01yc7t268","country_code":"US","type":"education","lineage":["https://openalex.org/I204465549"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ahana Gangopadhyay","raw_affiliation_strings":["Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, Missouri, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, Missouri, USA","institution_ids":["https://openalex.org/I204465549"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034498144","display_name":"Shantanu Chakrabartty","orcid":"https://orcid.org/0000-0002-1688-6286"},"institutions":[{"id":"https://openalex.org/I204465549","display_name":"Washington University in St. Louis","ror":"https://ror.org/01yc7t268","country_code":"US","type":"education","lineage":["https://openalex.org/I204465549"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shantanu Chakrabartty","raw_affiliation_strings":["Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, Missouri, USA"],"raw_orcid":"https://orcid.org/0000-0002-1688-6286","affiliations":[{"raw_affiliation_string":"Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, Missouri, USA","institution_ids":["https://openalex.org/I204465549"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I204465549"],"apc_list":{"value":2645,"currency":"USD","value_usd":2645},"apc_paid":null,"fwci":0.6926,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.66358137,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"29","issue":"6","first_page":"2379","last_page":"2391"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.9997000098228455,"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/T11513","display_name":"stochastic dynamics and bifurcation","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9983999729156494,"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/bursting","display_name":"Bursting","score":0.9417828321456909},{"id":"https://openalex.org/keywords/dynamics","display_name":"Dynamics (music)","score":0.6803395748138428},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.4981269836425781},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.44455936551094055},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.38993191719055176},{"id":"https://openalex.org/keywords/biological-system","display_name":"Biological system","score":0.3411058783531189},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.21294084191322327},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.2125726342201233},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.09276428818702698}],"concepts":[{"id":"https://openalex.org/C195221683","wikidata":"https://www.wikidata.org/wiki/Q5000649","display_name":"Bursting","level":2,"score":0.9417828321456909},{"id":"https://openalex.org/C145912823","wikidata":"https://www.wikidata.org/wiki/Q113558","display_name":"Dynamics (music)","level":2,"score":0.6803395748138428},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.4981269836425781},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.44455936551094055},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.38993191719055176},{"id":"https://openalex.org/C186060115","wikidata":"https://www.wikidata.org/wiki/Q30336093","display_name":"Biological system","level":1,"score":0.3411058783531189},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.21294084191322327},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.2125726342201233},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.09276428818702698},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.0},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tnnls.2017.2695171","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnnls.2017.2695171","pdf_url":null,"source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Networks and Learning Systems","raw_type":"journal-article"},{"id":"pmid:28463206","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/28463206","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":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":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on neural networks and learning systems","raw_type":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W1501028655","https://openalex.org/W1531446014","https://openalex.org/W1567923445","https://openalex.org/W1578671836","https://openalex.org/W1695065985","https://openalex.org/W1763059553","https://openalex.org/W1974079498","https://openalex.org/W1985940938","https://openalex.org/W2007099865","https://openalex.org/W2009375605","https://openalex.org/W2016589492","https://openalex.org/W2032005922","https://openalex.org/W2051385641","https://openalex.org/W2052099679","https://openalex.org/W2072973841","https://openalex.org/W2076964542","https://openalex.org/W2097560155","https://openalex.org/W2119443761","https://openalex.org/W2124776405","https://openalex.org/W2130360162","https://openalex.org/W2130459697","https://openalex.org/W2133671888","https://openalex.org/W2138913040","https://openalex.org/W2139212933","https://openalex.org/W2141942759","https://openalex.org/W2153635508","https://openalex.org/W2159951683","https://openalex.org/W2160121923","https://openalex.org/W2164653071","https://openalex.org/W2164727176","https://openalex.org/W2212193341","https://openalex.org/W2605496691","https://openalex.org/W2883283267","https://openalex.org/W3003694668","https://openalex.org/W3120740533","https://openalex.org/W3193477162","https://openalex.org/W4238614602","https://openalex.org/W4292880809","https://openalex.org/W6638237187","https://openalex.org/W6736875853","https://openalex.org/W7017925687"],"related_works":["https://openalex.org/W2080788537","https://openalex.org/W3181055709","https://openalex.org/W2002830460","https://openalex.org/W2064213689","https://openalex.org/W2036451364","https://openalex.org/W3195397619","https://openalex.org/W4243975172","https://openalex.org/W2165689100","https://openalex.org/W2090649048","https://openalex.org/W3023446063"],"abstract_inverted_index":{"This":[0],"paper":[1],"investigates":[2],"the":[3,24,37,40,45,56,72,98,143,169,176,183],"dynamical":[4],"properties":[5,120],"of":[6,9,12,27,39,44,82,124,158],"a":[7,32,48,51,60,161],"network":[8,41,57,73,170],"neurons,":[10],"each":[11,43,152],"which":[13],"implements":[14],"an":[15,63,190],"asynchronous":[16],"mapping":[17,84],"based":[18],"on":[19],"polynomial":[20],"growth":[21,178],"transforms.":[22],"In":[23],"first":[25],"part":[26],"this":[28,105],"paper,":[29,106],"we":[30,107],"present":[31],"geometric":[33,185],"approach":[34],"for":[35,111,127],"visualizing":[36],"dynamics":[38,90,149],"where":[42],"neurons":[46],"traverses":[47,59],"trajectory":[49,61],"in":[50,62,104],"dual":[52],"optimization":[53,66],"space,":[54],"whereas":[55],"itself":[58],"equivalent":[64],"primal":[65],"space.":[67],"We":[68,173],"show":[69],"that":[70,117,130,142,175],"as":[71,189],"learns":[74],"to":[75,122,132,193,201],"solve":[76],"basic":[77],"classification":[78,162],"tasks,":[79],"different":[80],"choices":[81],"primal-dual":[83],"produce":[85],"unique":[86],"but":[87],"interpretable":[88],"neural":[89],"like":[91,199,204],"noise":[92,210],"shaping,":[93],"spiking,":[94,146,205],"and":[95,126,137,147,182,209],"bursting.":[96],"While":[97],"proposed":[99,177],"framework":[100,186],"is":[101,140],"general":[102],"enough,":[103],"demonstrate":[108],"its":[109,155],"use":[110],"designing":[112,128],"support":[113],"vector":[114],"machines":[115],"(SVMs)":[116],"exhibit":[118],"noise-shaping":[119],"similar":[121],"those":[123],"modulators,":[125],"SVMs":[129,200],"learn":[131],"encode":[133],"information":[134],"using":[135],"spikes":[136],"bursts.":[138],"It":[139],"demonstrated":[141],"emergent":[144],"switching,":[145],"burst":[148],"produced":[150],"by":[151,168],"neuron":[153,180],"encodes":[154],"respective":[156],"margin":[157],"separation":[159],"from":[160],"hyperplane":[163],"whose":[164],"parameters":[165],"are":[166],"encoded":[167],"population":[171,207],"dynamics.":[172],"believe":[174],"transform":[179],"model":[181],"underlying":[184],"could":[187],"serve":[188],"important":[191],"tool":[192],"connect":[194],"well-established":[195],"machine":[196],"learning":[197],"algorithms":[198],"neuromorphic":[202],"principles":[203],"bursting,":[206],"encoding,":[208],"shaping.":[211]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":1}],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-10-10T00:00:00"}