{"id":"https://openalex.org/W2130211399","doi":"https://doi.org/10.1109/ijcnn.2011.6033639","title":"Are probabilistic spiking neural networks suitable for reservoir computing?","display_name":"Are probabilistic spiking neural networks suitable for reservoir computing?","publication_year":2011,"publication_date":"2011-07-01","ids":{"openalex":"https://openalex.org/W2130211399","doi":"https://doi.org/10.1109/ijcnn.2011.6033639","mag":"2130211399"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn.2011.6033639","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2011.6033639","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The 2011 International Joint Conference on Neural Networks","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/10292/1570","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5058866047","display_name":"Stefan Schliebs","orcid":null},"institutions":[{"id":"https://openalex.org/I39854758","display_name":"Auckland University of Technology","ror":"https://ror.org/01zvqw119","country_code":"NZ","type":"education","lineage":["https://openalex.org/I39854758"]}],"countries":["NZ"],"is_corresponding":true,"raw_author_name":"Stefan Schliebs","raw_affiliation_strings":["Knowledge Engineering and Discovery Research Institute, Auckland University of Technology, New Zealand","Knowledge Eng. & Discovery Res. Inst., Auckland Univ. of Technol., New Zealand#TAB#"],"affiliations":[{"raw_affiliation_string":"Knowledge Engineering and Discovery Research Institute, Auckland University of Technology, New Zealand","institution_ids":["https://openalex.org/I39854758"]},{"raw_affiliation_string":"Knowledge Eng. & Discovery Res. Inst., Auckland Univ. of Technol., New Zealand#TAB#","institution_ids":["https://openalex.org/I39854758"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078175363","display_name":"Ammar W. Mohemmed","orcid":null},"institutions":[{"id":"https://openalex.org/I39854758","display_name":"Auckland University of Technology","ror":"https://ror.org/01zvqw119","country_code":"NZ","type":"education","lineage":["https://openalex.org/I39854758"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Ammar Mohemmed","raw_affiliation_strings":["Knowledge Engineering and Discovery Research Institute, Auckland University of Technology, New Zealand","Knowledge Eng. & Discovery Res. Inst., Auckland Univ. of Technol., New Zealand#TAB#"],"affiliations":[{"raw_affiliation_string":"Knowledge Engineering and Discovery Research Institute, Auckland University of Technology, New Zealand","institution_ids":["https://openalex.org/I39854758"]},{"raw_affiliation_string":"Knowledge Eng. & Discovery Res. Inst., Auckland Univ. of Technol., New Zealand#TAB#","institution_ids":["https://openalex.org/I39854758"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024893012","display_name":"Nikola Kasabov","orcid":"https://orcid.org/0000-0003-4433-7521"},"institutions":[{"id":"https://openalex.org/I39854758","display_name":"Auckland University of Technology","ror":"https://ror.org/01zvqw119","country_code":"NZ","type":"education","lineage":["https://openalex.org/I39854758"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Nikola Kasabov","raw_affiliation_strings":["Knowledge Engineering and Discovery Research Institute, Auckland University of Technology, New Zealand","Knowledge Eng. & Discovery Res. Inst., Auckland Univ. of Technol., New Zealand#TAB#"],"affiliations":[{"raw_affiliation_string":"Knowledge Engineering and Discovery Research Institute, Auckland University of Technology, New Zealand","institution_ids":["https://openalex.org/I39854758"]},{"raw_affiliation_string":"Knowledge Eng. & Discovery Res. Inst., Auckland Univ. of Technol., New Zealand#TAB#","institution_ids":["https://openalex.org/I39854758"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5058866047"],"corresponding_institution_ids":["https://openalex.org/I39854758"],"apc_list":null,"apc_paid":null,"fwci":2.2012,"has_fulltext":true,"cited_by_count":21,"citation_normalized_percentile":{"value":0.8950692,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"3156","last_page":"3163"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12611","display_name":"Neural Networks and Reservoir Computing","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T12611","display_name":"Neural Networks and Reservoir Computing","score":0.9998999834060669,"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/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/T10581","display_name":"Neural dynamics and brain function","score":0.9980999827384949,"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":[{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.8447312116622925},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7067307233810425},{"id":"https://openalex.org/keywords/property","display_name":"Property (philosophy)","score":0.6782107949256897},{"id":"https://openalex.org/keywords/reservoir-computing","display_name":"Reservoir computing","score":0.6560639142990112},{"id":"https://openalex.org/keywords/flexibility","display_name":"Flexibility (engineering)","score":0.6556777954101562},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5732710957527161},{"id":"https://openalex.org/keywords/spiking-neural-network","display_name":"Spiking neural network","score":0.4457443952560425},{"id":"https://openalex.org/keywords/probabilistic-neural-network","display_name":"Probabilistic neural network","score":0.4452223479747772},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3672465682029724},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.341277152299881},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1751703917980194},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.15787124633789062},{"id":"https://openalex.org/keywords/time-delay-neural-network","display_name":"Time delay neural network","score":0.07249465584754944}],"concepts":[{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.8447312116622925},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7067307233810425},{"id":"https://openalex.org/C189950617","wikidata":"https://www.wikidata.org/wiki/Q937228","display_name":"Property (philosophy)","level":2,"score":0.6782107949256897},{"id":"https://openalex.org/C135796866","wikidata":"https://www.wikidata.org/wiki/Q7315328","display_name":"Reservoir computing","level":4,"score":0.6560639142990112},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.6556777954101562},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5732710957527161},{"id":"https://openalex.org/C11731999","wikidata":"https://www.wikidata.org/wiki/Q9067355","display_name":"Spiking neural network","level":3,"score":0.4457443952560425},{"id":"https://openalex.org/C134342201","wikidata":"https://www.wikidata.org/wiki/Q7246859","display_name":"Probabilistic neural network","level":4,"score":0.4452223479747772},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3672465682029724},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.341277152299881},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1751703917980194},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.15787124633789062},{"id":"https://openalex.org/C175202392","wikidata":"https://www.wikidata.org/wiki/Q2434543","display_name":"Time delay neural network","level":3,"score":0.07249465584754944},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/ijcnn.2011.6033639","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2011.6033639","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The 2011 International Joint Conference on Neural Networks","raw_type":"proceedings-article"},{"id":"pmh:oai:aut.researchgateway.ac.nz:10292/1570","is_oa":true,"landing_page_url":"http://hdl.handle.net/10292/1570","pdf_url":null,"source":{"id":"https://openalex.org/S4406922880","display_name":"AUT Scholarly Commons","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":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Contribution"},{"id":"pmh:oai:openrepository.aut.ac.nz:10292/1570","is_oa":true,"landing_page_url":"https://hdl.handle.net/10292/1570","pdf_url":null,"source":{"id":"https://openalex.org/S4306401809","display_name":"Tuwhera (Auckland University of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I39854758","host_organization_name":"Auckland University of Technology","host_organization_lineage":["https://openalex.org/I39854758"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference Contribution"}],"best_oa_location":{"id":"pmh:oai:aut.researchgateway.ac.nz:10292/1570","is_oa":true,"landing_page_url":"http://hdl.handle.net/10292/1570","pdf_url":null,"source":{"id":"https://openalex.org/S4406922880","display_name":"AUT Scholarly Commons","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":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Contribution"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W12277440","https://openalex.org/W345956458","https://openalex.org/W1517009156","https://openalex.org/W1582001120","https://openalex.org/W1903866608","https://openalex.org/W1994918405","https://openalex.org/W2017458735","https://openalex.org/W2025546714","https://openalex.org/W2025920171","https://openalex.org/W2036451492","https://openalex.org/W2095240468","https://openalex.org/W2102365206","https://openalex.org/W2102787760","https://openalex.org/W2102916183","https://openalex.org/W2103179919","https://openalex.org/W2125486261","https://openalex.org/W2135832730","https://openalex.org/W2138952627","https://openalex.org/W2148950352","https://openalex.org/W2152280100","https://openalex.org/W2157102451","https://openalex.org/W4238614602","https://openalex.org/W4250448179","https://openalex.org/W6600493916","https://openalex.org/W6630928080","https://openalex.org/W6678652457","https://openalex.org/W6680274690","https://openalex.org/W6682178259"],"related_works":["https://openalex.org/W3192662224","https://openalex.org/W131743439","https://openalex.org/W2998821156","https://openalex.org/W2887258823","https://openalex.org/W4226454644","https://openalex.org/W2949388105","https://openalex.org/W4300888463","https://openalex.org/W4288089155","https://openalex.org/W1991381172","https://openalex.org/W2988849960"],"abstract_inverted_index":{"This":[0],"study":[1],"employs":[2],"networks":[3],"of":[4,21,31,52,62,71,83,93,96,122],"stochastic":[5],"spiking":[6],"neurons":[7],"as":[8],"reservoirs":[9,23],"for":[10,81,119],"liquid":[11],"state":[12],"machines":[13],"(LSM).":[14],"We":[15,90],"experimentally":[16],"investigate":[17],"the":[18,42,68,72,94,111],"separation":[19,43,69],"property":[20,44],"these":[22,123],"and":[24,80,98],"show":[25],"their":[26,102],"ability":[27,70],"to":[28,35,47,101,110],"generalize":[29],"classes":[30,51],"input":[32,53],"signals.":[33],"Similar":[34],"traditional":[36],"LSM,":[37],"probabilistic":[38,112],"LSM":[39,64],"(pLSM)":[40],"have":[41],"enabling":[45],"them":[46,84,100],"distinguish":[48],"between":[49],"different":[50],"stimuli.":[54],"Furthermore,":[55],"our":[56],"results":[57],"indicate":[58],"some":[59,92,120],"potential":[60],"advantages":[61],"non-deterministic":[63,75],"by":[65],"improving":[66],"upon":[67],"liquid.":[73],"Three":[74],"neural":[76],"models":[77],"are":[78,88],"considered":[79],"each":[82],"several":[85],"parameter":[86],"configurations":[87],"explored.":[89],"demonstrate":[91],"characteristics":[95],"pLSM":[97,105],"compare":[99],"deterministic":[103],"counterparts.":[104],"offer":[106],"more":[107],"flexibility":[108],"due":[109],"parameters":[113],"resulting":[114],"in":[115],"a":[116],"better":[117],"performance":[118],"values":[121],"parameters.":[124]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":4},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":1},{"year":2013,"cited_by_count":1},{"year":2012,"cited_by_count":3}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}