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Probabilistic versus incremental presynaptic learning in biological plausible synapses
Identificadores del recurso
http://oa.upm.es/13266/
Procedencia
(Archivo Digital UPM)

Ficha

Título:
Probabilistic versus incremental presynaptic learning in biological plausible synapses
Tema:
Medicina
Descripción:
In this paper, the presynaptic rule, a classical rule for hebbian learning, is revisited. It is shown that the presynaptic rule exhibits relevant synaptic properties like synaptic directionality, and LTP metaplasticity (long-term potentiation threshold metaplasticity). With slight modifications, the presynaptic model also exhibits metaplasticity of the long-term depression threshold, being also consistent with Artola, Brocher and Singer’s (ABS) influential model. Two asymptotically equivalent versions of the presynaptic rule were adopted for this analysis: the first one uses an incremental equation while the second, conditional probabilities. Despite their simplicity, both types of presynaptic rules exhibit sophisticated biological properties, specially the probabilistic version
Fuente:
Proceedings of 4th International Work-Conference on the Interplay Between Natural and Artificial Computation, IWINAC 2011 | 4th International Work-Conference on the Interplay Between Natural and Artificial Computation, IWINAC 2011 | 30/05/2011 - 03/06/2011 | La Palma, Islas Canarias, España
Idioma:
English
Relación:
http://oa.upm.es/13266/2/INVE_MEM_2011_111397.pdf
http://link.springer.com/chapter/10.1007/978-3-642-21344-1_9
info:eu-repo/semantics/altIdentifier/doi/10.1007/978-3-642-21344-1_9
Autor/Productor:
Ropero Peláez, Javier
Andina de la Fuente, Diego
Editor:
E.T.S.I. Telecomunicación (UPM)
Derechos:
http://creativecommons.org/licenses/by-nc-nd/3.0/es/
info:eu-repo/semantics/openAccess
Fecha:
2011
Tipo de recurso:
info:eu-repo/semantics/conferenceObject
Ponencia en Congreso o Jornada
PeerReviewed
Formato:
application/pdf

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      1. <bibo:abstract datatype="http://www.w3.org/2001/XMLSchema#string">In this paper, the presynaptic rule, a classical rule for hebbian learning, is revisited. It is shown that the presynaptic rule exhibits relevant synaptic properties like synaptic directionality, and LTP metaplasticity (long-term potentiation threshold metaplasticity). With slight modifications, the presynaptic model also exhibits metaplasticity of the long-term depression threshold, being also consistent with Artola, Brocher and Singer’s (ABS) influential model. Two asymptotically equivalent versions of the presynaptic rule were adopted for this analysis: the first one uses an incremental equation while the second, conditional probabilities. Despite their simplicity, both types of presynaptic rules exhibit sophisticated biological properties, specially the probabilistic version</bibo:abstract>

      2. <bibo:authorList resource="http://oa.upm.es/id/eprint/13266#authors" />
      3. <bibo:presentedAt resource="http://oa.upm.es/id/event/ext-88e675e519d527fed529c6a9dfab602f" />
      4. <bibo:status resource="http://purl.org/ontology/bibo/status/peerReviewed" />
      5. <bibo:status resource="http://purl.org/ontology/bibo/status/published" />
      6. <dct:creator resource="http://oa.upm.es/id/person/ext-13f429fbdbfcc2859dfc7fcfcb061547" />
      7. <dct:creator resource="http://oa.upm.es/id/person/ext-2183ca2bc9feadbdbd23541a6a9fb5ae" />

      8. <dct:date>2011</dct:date>

      9. <dct:isPartOf resource="http://oa.upm.es/id/repository" />
      10. <dct:publisher resource="http://oa.upm.es/id/org/ext-7be0519b3da5b6fe18dee0471305d8af" />
      11. <dct:subject resource="http://oa.upm.es/id/subject/medicina" />

      12. <dct:title datatype="http://www.w3.org/2001/XMLSchema#string">Probabilistic versus incremental presynaptic learning in biological plausible synapses</dct:title>

      13. <ep:hasDocument resource="http://oa.upm.es/id/document/18217" />
      14. <ep:hasDocument resource="http://oa.upm.es/id/document/60986" />
      15. <ep:hasDocument resource="http://oa.upm.es/id/document/205875" />
      16. <ep:hasDocument resource="http://oa.upm.es/id/document/205878" />
      17. <ep:hasDocument resource="http://oa.upm.es/id/document/205881" />
      18. <ep:hasDocument resource="http://oa.upm.es/id/document/205884" />
      19. <rdf:type resource="http://purl.org/ontology/bibo/AcademicArticle" />
      20. <rdf:type resource="http://purl.org/ontology/bibo/Article" />
      21. <rdf:type resource="http://eprints.org/ontology/ConferenceItemEPrint" />
      22. <rdf:type resource="http://eprints.org/ontology/EPrint" />
      23. <rdfs:seeAlso resource="http://oa.upm.es/13266/" />

      </rdf:Description>

    17. <rdf:Description about="http://oa.upm.es/id/subject/medicina">

      1. <rdf:type resource="http://www.w3.org/2004/02/skos/core#Concept" />

      2. <skos:prefLabel lang="es">Medicina</skos:prefLabel>

      3. <skos:prefLabel lang="en">Medicine</skos:prefLabel>

      </rdf:Description>

    18. <rdf:Description about="http://oa.upm.es/id/event/ext-88e675e519d527fed529c6a9dfab602f">

      1. <dct:title datatype="http://www.w3.org/2001/XMLSchema#string">4th International Work-Conference on the Interplay Between Natural and Artificial Computation, IWINAC 2011</dct:title>

      2. <event:place resource="http://oa.upm.es/id/location/ext-398cf1f5c476fb4849c1a732a8047833" />
      3. <rdf:type resource="http://purl.org/ontology/bibo/Conference" />
      4. <rdf:type resource="http://purl.org/NET/c4dm/event.owl#Event" />

      </rdf:Description>

    19. <rdf:Description about="http://oa.upm.es/id/location/ext-398cf1f5c476fb4849c1a732a8047833">

      1. <rdf:type resource="http://www.w3.org/2003/01/geo/wgs84_pos#SpatialThing" />

      2. <rdfs:label datatype="http://www.w3.org/2001/XMLSchema#string">La Palma, Islas Canarias, España</rdfs:label>

      </rdf:Description>

    20. <rdf:Description about="http://oa.upm.es/id/org/ext-7be0519b3da5b6fe18dee0471305d8af">

      1. <foaf:name datatype="http://www.w3.org/2001/XMLSchema#string">Springuer</foaf:name>

      2. <rdf:type resource="http://xmlns.com/foaf/0.1/Organization" />

      </rdf:Description>

    21. <rdf:Description about="http://oa.upm.es/id/person/ext-13f429fbdbfcc2859dfc7fcfcb061547">

      1. <foaf:familyName datatype="http://www.w3.org/2001/XMLSchema#string">Andina de la Fuente</foaf:familyName>

      2. <foaf:givenName datatype="http://www.w3.org/2001/XMLSchema#string">Diego</foaf:givenName>

      3. <foaf:name datatype="http://www.w3.org/2001/XMLSchema#string">Diego Andina de la Fuente</foaf:name>

      4. <rdf:type resource="http://xmlns.com/foaf/0.1/Person" />

      </rdf:Description>

    22. <rdf:Description about="http://oa.upm.es/id/person/ext-2183ca2bc9feadbdbd23541a6a9fb5ae">

      1. <foaf:familyName datatype="http://www.w3.org/2001/XMLSchema#string">Ropero Peláez</foaf:familyName>

      2. <foaf:givenName datatype="http://www.w3.org/2001/XMLSchema#string">Javier</foaf:givenName>

      3. <foaf:name datatype="http://www.w3.org/2001/XMLSchema#string">Javier Ropero Peláez</foaf:name>

      4. <rdf:type resource="http://xmlns.com/foaf/0.1/Person" />

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uketd_dc

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