Search results for "Hebbian learning"

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A Neurocomputational Approach to Trained and Transitive Relations in Equivalence Classes

2017

A stimulus class can be composed of perceptually different but functionally equivalent stimuli. The relations between the stimuli that are grouped in a class can be learned or derived from other stimulus relations. If stimulus A is equivalent to B, and B is equivalent to C, then the equivalence between A and C can be derived without explicit training. In this work we propose, with a neurocomputational model, a basic learning mechanism for the formation of equivalence. We also describe how the relatedness between the members of an equivalence class is developed for both trained and derived stimulus relations. Three classic studies on stimulus equivalence are simulated covering typical and at…

Stimulus equivalencePure mathematicslcsh:BF1-990Stimulus (physiology)Machine learningcomputer.software_genre03 medical and health sciencesBasic learning0302 clinical medicinePsychology0501 psychology and cognitive sciences050102 behavioral science & comparative psychologyNodal distanceEquivalence classGeneral PsychologyOriginal ResearchTransitive relationQuantitative Biology::Neurons and Cognitionbusiness.industryneurocomputational modelequivalence classes05 social sciencestransitive relationscategorizationlcsh:PsychologyHebbian theoryCategorizationArtificial intelligenceHebbian learningbusinessPsychologycomputer030217 neurology & neurosurgeryFrontiers in Psychology
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Intrinsic volatility of synaptic connections — a challenge to the synaptic trace theory of memory

2017

According to the synaptic trace theory of memory, activity-induced changes in the pattern of synaptic connections underlie the storage of information for long periods. In this framework, the stability of memory critically depends on the stability of the underlying synaptic connections. Surprisingly however, synaptic connections in the living brain are highly volatile, which poses a fundamental challenge to the synaptic trace theory. Here we review recent experimental evidence that link the initial formation of a memory with changes in the pattern of connectivity, but also evidence that synaptic connections are considerably volatile even in the absence of learning. Then we consider different…

0301 basic medicineNeuronal PlasticityGeneral Neuroscience[SCCO.NEUR]Cognitive science/NeuroscienceModels NeurologicalTheoretical modelsBrain03 medical and health sciences030104 developmental biology0302 clinical medicineAnti-Hebbian learningMemoryNeuroplasticityMetaplasticityNeural PathwaysSynapsesAnimalsHumansLearningPsychologyNeuroscience030217 neurology & neurosurgeryComputingMilieux_MISCELLANEOUSTrace theory
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