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    NIPS
    2004
    186views Information Technology» more  NIPS 2004»
    Hierarchical Bayesian Inference in Networks of Spiking Neurons
    13 years 5 months ago
    Hierarchical Bayesian Inference in Networks of Spiking Neurons
    Download  books.nips.cc
    There is growing evidence from psychophysical and neurophysiological studies that the brain utilizes Bayesian principles for inference and decision making. An important open quest...
    Rajesh P. N. Rao
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    NIPS
    2004
    162views Information Technology» more  NIPS 2004»
    Bayesian inference in spiking neurons
    13 years 5 months ago
    Bayesian inference in spiking neurons
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    We propose a new interpretation of spiking neurons as Bayesian integrators accumulating evidence over time about events in the external world or the body, and communicating to oth...
    Sophie Deneve
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    ICDM
    2009
    IEEE
    141views Data Mining» more  ICDM 2009»
    Discovering Excitatory Networks from Discrete Event Streams with Applications to Neuronal Spike Train Analysis
    13 years 11 months ago
    Discovering Excitatory Networks from Discrete Event Streams with Applications to Neuronal Spike Train Analysis
    Download  research.microsoft.com
    —Mining temporal network models from discrete event streams is an important problem with applications in computational neuroscience, physical plant diagnostics, and human-compute...
    Debprakash Patnaik, Srivatsan Laxman, Naren Ramakr...
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    NIPS
    2007
    190views Information Technology» more  NIPS 2007»
    Bayesian Inference for Spiking Neuron Models with a Sparsity Prior
    13 years 6 months ago
    Bayesian Inference for Spiking Neuron Models with a Sparsity Prior
    Download  books.nips.cc
    Generalized linear models are the most commonly used tools to describe the stimulus selectivity of sensory neurons. Here we present a Bayesian treatment of such models. Using the ...
    Sebastian Gerwinn, Jakob Macke, Matthias Seeger, M...
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    NECO
    2008
    116views more  NECO 2008»
    Bayesian Spiking Neurons I: Inference
    13 years 4 months ago
    Bayesian Spiking Neurons I: Inference
    Download  www.gnt.ens.fr
    Sophie Deneve
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