Event-driven contrastive divergence: neural sampling foundations

被引：2

作者：

Tapson, Jonathan C. ^{[1
]}

机构：

[1] Univ Cape Town, ZA-7700 Rondebosch, South Africa

来源：

FRONTIERS IN NEUROSCIENCE | 2015年 / 9卷

基金：

美国国家科学基金会;

关键词：

neural sampling; spiking neurons; synaptic plasticity; Markov chain Monte Carlo; probabilistic inference;

D O I：

10.3389/fnins.2015.00104

中图分类号：

Q189 [神经科学];

学科分类号：

071006 ;

摘要：

[No abstract available]

引用

页数：3

共 17 条

[1]

[Anonymous], ARXIV13113211

[2] Spontaneous Cortical Activity Reveals Hallmarks of an Optimal Internal Model of the Environment [J].

Berkes, Pietro ;

Orban, Gergo ;

Lengyel, Mate ;

Fiser, Jozsef .

SCIENCE, 2011, 331 (6013) :83-87

[3] Neural Dynamics as Sampling: A Model for Stochastic Computation in Recurrent Networks of Spiking Neurons [J].

Buesing, Lars ;

Bill, Johannes ;

Nessler, Bernhard ;

Maass, Wolfgang .

PLOS COMPUTATIONAL BIOLOGY, 2011, 7 (11)

[4] DIFFUSION APPROXIMATION AND FIRST PASSAGE TIME PROBLEM FOR A MODEL NEURON [J].

CAPOCELLI, RM ;

RICCIARDI, LM .

KYBERNETIK, 1971, 8 (06) :214-+

[5]

Doya K., 2007, Bayesian brain: Probabilistic approaches to neural coding

[6] Statistically optimal perception and learning: from behavior to neural representations [J].

Fiser, Jozsef ;

Berkes, Pietro ;

Orban, Gergo ;

Lengyel, Mate .

TRENDS IN COGNITIVE SCIENCES, 2010, 14 (03) :119-130

[7] Stochastic Computations in Cortical Microcircuit Models [J].

Habenschuss, Stefan ;

Jonke, Zeno ;

Maass, Wolfgang .

PLOS COMPUTATIONAL BIOLOGY, 2013, 9 (11)

[8] Neuromorphic silicon neuron circuits [J].

Indiveri, Giacomo ;

Linares-Barranco, Bernabe ;

Hamilton, Tara Julia ;

van Schaik, Andre ;

Etienne-Cummings, Ralph ;

Delbruck, Tobi ;

Liu, Shih-Chii ;

Dudek, Piotr ;

Hafliger, Philipp ;

Renaud, Sylvie ;

Schemmel, Johannes ;

Cauwenberghs, Gert ;

Arthur, John ;

Hynna, Kai ;

Folowosele, Fopefolu ;

Saighi, Sylvain ;

Serrano-Gotarredona, Teresa ;

Wijekoon, Jayawan ;

Wang, Yingxue ;

Boahen, Kwabena .

FRONTIERS IN NEUROSCIENCE, 2011, 5

[9] Predicting spike timing of neocortical pyramidal neurons by simple threshold models [J].

Jolivet, Renaud ;

Rauch, Alexander ;

Luescher, Hans-Rudolf ;

Gerstner, Wulfram .

JOURNAL OF COMPUTATIONAL NEUROSCIENCE, 2006, 21 (01) :35-49

[10] Noise as a Resource for Computation and Learning in Networks of Spiking Neurons [J].

Maass, Wolfgang .

PROCEEDINGS OF THE IEEE, 2014, 102 (05) :860-880

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