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Mechanisms of winner-take-all and group selection in neuronal spiking networks
Y Chen - Frontiers in computational neuroscience, 2017 - frontiersin.org
A major function of central nervous systems is to discriminate different categories or types of
sensory input. Neuronal networks accomplish such tasks by learning different sensory maps …
sensory input. Neuronal networks accomplish such tasks by learning different sensory maps …
Learning touch preferences with a tactile robot using dopamine modulated STDP in a model of insular cortex
TS Chou, LD Bucci, JL Krichmar - Frontiers in neurorobotics, 2015 - frontiersin.org
Neurorobots enable researchers to study how behaviors are produced by neural
mechanisms in an uncertain, noisy, real-world environment. To investigate how the …
mechanisms in an uncertain, noisy, real-world environment. To investigate how the …
Learning and stabilization of winner-take-all dynamics through interacting excitatory and inhibitory plasticity
Winner-Take-All (WTA) networks are recurrently connected populations of excitatory and
inhibitory neurons that represent promising candidate microcircuits for implementing cortical …
inhibitory neurons that represent promising candidate microcircuits for implementing cortical …
Thalamo-cortical spiking model of incremental learning combining perception, context and NREM-sleep
The brain exhibits capabilities of fast incremental learning from few noisy examples, as well
as the ability to associate similar memories in autonomously-created categories and to …
as the ability to associate similar memories in autonomously-created categories and to …
Developmental self-construction and-configuration of functional neocortical neuronal networks
The prenatal development of neural circuits must provide sufficient configuration to support
at least a set of core postnatal behaviors. Although knowledge of various genetic and …
at least a set of core postnatal behaviors. Although knowledge of various genetic and …
A reconfigurable real‐time neuromorphic hardware for spiking winner‐take‐all network
The central nervous system receives a vast amount of sensory inputs, and it should be able
to discriminate and recognize different kinds of multisensory information. Winner‐take‐all …
to discriminate and recognize different kinds of multisensory information. Winner‐take‐all …
Winner-take-all in a phase oscillator system with adaptation
O Burylko, Y Kazanovich, R Borisyuk - Scientific reports, 2018 - nature.com
We consider a system of generalized phase oscillators with a central element and radial
connections. In contrast to conventional phase oscillators of the Kuramoto type, the dynamic …
connections. In contrast to conventional phase oscillators of the Kuramoto type, the dynamic …
A large-scale neural network model of the influence of neuromodulatory levels on working memory and behavior
The dorsolateral prefrontal cortex (dlPFC), which is regarded as the primary site for
visuospatial working memory in the brain, is significantly modulated by dopamine (DA) and …
visuospatial working memory in the brain, is significantly modulated by dopamine (DA) and …
Temporal sequence learning in winner-take-all networks of spiking neurons demonstrated in a brain-based device
JL McKinstry, GM Edelman - Frontiers in neurorobotics, 2013 - frontiersin.org
Animal behavior often involves a temporally ordered sequence of actions learned from
experience. Here we describe simulations of interconnected networks of spiking neurons …
experience. Here we describe simulations of interconnected networks of spiking neurons …
Imagery may arise from associations formed through sensory experience: a network of spiking neurons controlling a robot learns visual sequences in order to perform …
Mental imagery occurs “when a representation of the type created during the initial phases
of perception is present but the stimulus is not actually being perceived.” How does the …
of perception is present but the stimulus is not actually being perceived.” How does the …