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NECO
2008
101views more  NECO 2008»
13 years 11 months ago
Rapid Convergence to Feature Layer Correspondences
ll Text][Abstract] , May 1, 2008; 99 (5): 2496-2509.J Neurophysiol T. O. Sharpee, K. D. Miller and M. P. Stryker Natural Stimuli On the Importance of Static Nonlinearity in Estimat...
Jörg Lücke, Christian Keck, Christoph vo...
NECO
2008
62views more  NECO 2008»
13 years 11 months ago
Valuations for Spike Train Prediction
Vladimir Itskov, Carina Curto, Kenneth D. Harris
NECO
2008
170views more  NECO 2008»
13 years 11 months ago
Representational Power of Restricted Boltzmann Machines and Deep Belief Networks
Deep Belief Networks (DBN) are generative neural network models with many layers of hidden explanatory factors, recently introduced by Hinton et al., along with a greedy layer-wis...
Nicolas Le Roux, Yoshua Bengio
NECO
2008
101views more  NECO 2008»
13 years 11 months ago
On the Classification Capability of Sign-Constrained Perceptrons
The perceptron (also referred to as McCulloch-Pitts neuron, or linear threshold gate) is commonly used as a simplified model for the discrimination and learning capability of a bi...
Robert A. Legenstein, Wolfgang Maass
NECO
2008
146views more  NECO 2008»
13 years 11 months ago
Deep, Narrow Sigmoid Belief Networks Are Universal Approximators
In this paper we show that exponentially deep belief networks [3, 7, 4] can approximate any distribution over binary vectors to arbitrary accuracy, even when the width of each lay...
Ilya Sutskever, Geoffrey E. Hinton
NECO
2008
111views more  NECO 2008»
13 years 11 months ago
A Neural Network Model of the Eriksen Task: Reduction, Analysis, and Data Fitting
We analyze a neural network model of the Eriksen task, a twoalternative forced choice task in which subjects must correctly identify a central stimulus and disregard flankers that...
Yuan Sophie Liu, Philip Holmes, Jonathan D. Cohen
NECO
2008
70views more  NECO 2008»
13 years 11 months ago
Adaptive Integration in the Visual Cortex by Depressing Recurrent Cortical Circuits
Mark C. W. van Rossum, Matthijs A. A. van der Meer...
NECO
2008
84views more  NECO 2008»
13 years 11 months ago
Stochastic Synchrony of Chaos in a Pulse-Coupled Neural Network with Both Chemical and Electrical Synapses Among Inhibitory Neur
The synchronous firing of neurons in a pulse coupled neural network composed of excitatory and inhibitory neurons is analyzed. The neurons are connected by both chemical synapses ...
Takashi Kanamaru, Kazuyuki Aihara
NECO
2008
72views more  NECO 2008»
13 years 11 months ago
A Homomorphic Neural Network for Modeling and Prediction
Maciej Pedzisz, Danilo P. Mandic
NECO
2008
59views more  NECO 2008»
13 years 11 months ago
Dynamics of Learning Near Singularities in Layered Networks
Haikun Wei, Jun Zhang, Florent Cousseau, Tomoko Oz...