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NECO
2010
154views more  NECO 2010»
13 years 2 months ago
Role of Homeostasis in Learning Sparse Representations
Neurons in the input layer of primary visual cortex in primates develop edge-like receptive fields. One approach to understanding the emergence of this response is to state that ...
Laurent U. Perrinet
NECO
2010
73views more  NECO 2010»
13 years 2 months ago
The Neuronal Replicator Hypothesis
Chrisantha Fernando, Richard Goldstein, Eörs ...
NECO
2010
97views more  NECO 2010»
13 years 2 months ago
Rademacher Chaos Complexities for Learning the Kernel Problem
In this paper we develop a novel generalization bound for learning the kernel problem. First, we show that the generalization analysis of the kernel learning problem reduces to in...
Yiming Ying, Colin Campbell
NECO
2010
92views more  NECO 2010»
13 years 2 months ago
Roles of Inhibitory Neurons in Rewiring-Induced Synchronization in Pulse-Coupled Neural Networks
The roles of inhibitory neurons in synchronous firing are examined in a network of excitatory and inhibitory neurons with Watts and Strogatz’s rewiring. By examining the persis...
Takashi Kanamaru, Kazuyuki Aihara
NECO
2010
82views more  NECO 2010»
13 years 2 months ago
Deep Belief Networks Are Compact Universal Approximators
Nicolas Le Roux, Yoshua Bengio
NECO
2010
79views more  NECO 2010»
13 years 2 months ago
Tractable Multivariate Binary Density Estimation and the Restricted Boltzmann Forest
Hugo Larochelle, Yoshua Bengio, Joseph P. Turian
NECO
2010
136views more  NECO 2010»
13 years 2 months ago
Learning to Represent Spatial Transformations with Factored Higher-Order Boltzmann Machines
To allow the hidden units of a restricted Boltzmann machine to model the transformation between two successive images, Memisevic and Hinton (2007) introduced three-way multiplicat...
Roland Memisevic, Geoffrey E. Hinton
NECO
2010
103views more  NECO 2010»
13 years 2 months ago
Posterior Weighted Reinforcement Learning with State Uncertainty
Reinforcement learning models generally assume that a stimulus is presented that allows a learner to unambiguously identify the state of nature, and the reward received is drawn f...
Tobias Larsen, David S. Leslie, Edmund J. Collins,...