{"id":"https://openalex.org/W2580302217","doi":"https://doi.org/10.3390/systems5010007","title":"Temporal Modeling of Neural Net Input/Output Behaviors: The Case of XOR","display_name":"Temporal Modeling of Neural Net Input/Output Behaviors: The Case of XOR","publication_year":2017,"publication_date":"2017-01-25","ids":{"openalex":"https://openalex.org/W2580302217","doi":"https://doi.org/10.3390/systems5010007","mag":"2580302217"},"language":"en","primary_location":{"id":"doi:10.3390/systems5010007","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems5010007","pdf_url":"https://www.mdpi.com/2079-8954/5/1/7/pdf?version=1485338824","source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2079-8954/5/1/7/pdf?version=1485338824","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5084087393","display_name":"Bernard P. Zeigler","orcid":"https://orcid.org/0000-0003-0636-1352"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Bernard Zeigler","raw_affiliation_strings":["Co-Director of the Arizona Center for Integrative Modeling and Simulation (ACIMS), University of Arizona and Chief Scientist, RTSync Corp., 12500 Park Potomac Ave. #905-S, Potomac, MD 20854, USA"],"affiliations":[{"raw_affiliation_string":"Co-Director of the Arizona Center for Integrative Modeling and Simulation (ACIMS), University of Arizona and Chief Scientist, RTSync Corp., 12500 Park Potomac Ave. #905-S, Potomac, MD 20854, USA","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010933281","display_name":"Alexandre Muzy","orcid":"https://orcid.org/0000-0002-8594-1672"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I201841394","display_name":"Universit\u00e9 C\u00f4te d'Azur","ror":"https://ror.org/019tgvf94","country_code":"FR","type":"education","lineage":["https://openalex.org/I201841394"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Alexandre Muzy","raw_affiliation_strings":["CNRS, I3S, Universit\u00e9 C\u00f4te d\u2019Azur, 06900 Sophia Antipolis, France"],"affiliations":[{"raw_affiliation_string":"CNRS, I3S, Universit\u00e9 C\u00f4te d\u2019Azur, 06900 Sophia Antipolis, France","institution_ids":["https://openalex.org/I201841394","https://openalex.org/I1294671590"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5084087393"],"corresponding_institution_ids":[],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":0.2867,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.56633267,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"5","issue":"1","first_page":"7","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9998000264167786,"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":0.9998000264167786,"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/T12611","display_name":"Neural Networks and Reservoir Computing","score":0.9916999936103821,"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/T12808","display_name":"Ferroelectric and Negative Capacitance Devices","score":0.9902999997138977,"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/devs","display_name":"DEVS","score":0.7316860556602478},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.7212111949920654},{"id":"https://openalex.org/keywords/realization","display_name":"Realization (probability)","score":0.7183474898338318},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.712971031665802},{"id":"https://openalex.org/keywords/formalism","display_name":"Formalism (music)","score":0.5860534906387329},{"id":"https://openalex.org/keywords/neural-system","display_name":"Neural system","score":0.5716197490692139},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5542157888412476},{"id":"https://openalex.org/keywords/temporal-logic","display_name":"Temporal logic","score":0.49635177850723267},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.44658592343330383},{"id":"https://openalex.org/keywords/rotation-formalisms-in-three-dimensions","display_name":"Rotation formalisms in three dimensions","score":0.43904003500938416},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4355204999446869},{"id":"https://openalex.org/keywords/modeling-and-simulation","display_name":"Modeling and simulation","score":0.21000617742538452},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1430223286151886},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.09259557723999023}],"concepts":[{"id":"https://openalex.org/C68757728","wikidata":"https://www.wikidata.org/wiki/Q911082","display_name":"DEVS","level":3,"score":0.7316860556602478},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.7212111949920654},{"id":"https://openalex.org/C2781089630","wikidata":"https://www.wikidata.org/wiki/Q21856745","display_name":"Realization (probability)","level":2,"score":0.7183474898338318},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.712971031665802},{"id":"https://openalex.org/C73301696","wikidata":"https://www.wikidata.org/wiki/Q5469984","display_name":"Formalism (music)","level":3,"score":0.5860534906387329},{"id":"https://openalex.org/C2986949344","wikidata":"https://www.wikidata.org/wiki/Q9404","display_name":"Neural system","level":2,"score":0.5716197490692139},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5542157888412476},{"id":"https://openalex.org/C25016198","wikidata":"https://www.wikidata.org/wiki/Q781833","display_name":"Temporal logic","level":2,"score":0.49635177850723267},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.44658592343330383},{"id":"https://openalex.org/C171018156","wikidata":"https://www.wikidata.org/wiki/Q7370306","display_name":"Rotation formalisms in three dimensions","level":2,"score":0.43904003500938416},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4355204999446869},{"id":"https://openalex.org/C167343916","wikidata":"https://www.wikidata.org/wiki/Q6888384","display_name":"Modeling and simulation","level":2,"score":0.21000617742538452},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1430223286151886},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.09259557723999023},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C558565934","wikidata":"https://www.wikidata.org/wiki/Q2743","display_name":"Musical","level":2,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/systems5010007","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems5010007","pdf_url":"https://www.mdpi.com/2079-8954/5/1/7/pdf?version=1485338824","source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:9ebab3375cf6405e8af294807acdd863","is_oa":true,"landing_page_url":"https://doaj.org/article/9ebab3375cf6405e8af294807acdd863","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Systems, Vol 5, Iss 1, p 7 (2017)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2079-8954/5/1/7/","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3390/systems5010007","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Systems","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/systems5010007","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems5010007","pdf_url":"https://www.mdpi.com/2079-8954/5/1/7/pdf?version=1485338824","source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2580302217.pdf","grobid_xml":"https://content.openalex.org/works/W2580302217.grobid-xml"},"referenced_works_count":31,"referenced_works":["https://openalex.org/W101771737","https://openalex.org/W158087587","https://openalex.org/W625215381","https://openalex.org/W656438723","https://openalex.org/W1450133653","https://openalex.org/W1495704850","https://openalex.org/W1566442329","https://openalex.org/W1593962000","https://openalex.org/W1813712062","https://openalex.org/W1926086117","https://openalex.org/W1967983190","https://openalex.org/W1979531751","https://openalex.org/W2006370340","https://openalex.org/W2010470943","https://openalex.org/W2025770898","https://openalex.org/W2043679829","https://openalex.org/W2061515192","https://openalex.org/W2089620376","https://openalex.org/W2103179919","https://openalex.org/W2122376145","https://openalex.org/W2130459697","https://openalex.org/W2142369616","https://openalex.org/W2144133318","https://openalex.org/W2292153326","https://openalex.org/W2475947738","https://openalex.org/W3100207780","https://openalex.org/W4233291945","https://openalex.org/W4285719527","https://openalex.org/W4300402905","https://openalex.org/W6656880615","https://openalex.org/W6696481815"],"related_works":["https://openalex.org/W86993467","https://openalex.org/W2009835848","https://openalex.org/W2267176325","https://openalex.org/W2806580433","https://openalex.org/W4255385791","https://openalex.org/W1571133302","https://openalex.org/W1587303499","https://openalex.org/W2493425722","https://openalex.org/W4239681389","https://openalex.org/W49555396"],"abstract_inverted_index":{"In":[0,37],"the":[1,4,15,72,100,108,131],"context":[2],"of":[3,8,18,23,34,42,67,86,135],"modeling":[5,128],"and":[6,30,54,57,83,91,110,126],"simulation":[7,127],"neural":[9,43,49,59,115],"nets,":[10],"we":[11,96],"formulate":[12],"definitions":[13,22,66],"for":[14,28,99,130],"behavioral":[16],"realization":[17,24,68],"memoryless":[19],"functions.":[20],"The":[21,93],"are":[25,69],"substantively":[26],"different":[27],"deterministic":[29],"stochastic":[31],"systems":[32,116],"constructed":[33],"neuron-inspired":[35],"components.":[36],"contrast":[38],"to":[39],"earlier":[40],"generations":[41],"net":[44],"models,":[45],"third":[46],"generation":[47],"spiking":[48],"nets":[50,60],"exhibit":[51],"important":[52],"temporal":[53,82,109],"dynamic":[55],"properties,":[56],"random":[58],"provide":[61,121],"alternative":[62],"probabilistic":[63,84,111],"approaches.":[64],"Our":[65,119],"based":[70],"on":[71],"Discrete":[73],"Event":[74],"System":[75],"Specification":[76],"(DEVS)":[77],"formalism":[78],"that":[79,95,113],"fundamentally":[80],"include":[81],"characteristics":[85,112],"neuron":[87],"system":[88],"inputs,":[89],"state,":[90],"outputs.":[92],"realizations":[94],"construct\u2014in":[97],"particular":[98],"Exclusive":[101],"Or":[102],"(XOR)":[103],"logic":[104],"gate\u2014provide":[105],"insight":[106],"into":[107],"real":[114],"might":[117],"display.":[118],"results":[120],"a":[122],"solid":[123],"system-theoretical":[124],"foundation":[125],"framework":[129],"high-performance":[132],"computational":[133],"support":[134],"such":[136],"applications.":[137]},"counts_by_year":[{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2017,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
