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NECO
2010
101views more  NECO 2010»
7 years 11 months ago
Large-Margin Classification in Infinite Neural Networks
We introduce a new family of positive-definite kernels for large margin classification in support vector machines (SVMs). These kernels mimic the computation in large neural netwo...
Youngmin Cho, Lawrence K. Saul
NECO
2010
103views more  NECO 2010»
7 years 11 months ago
Population Models of Temporal Differentiation
Temporal derivatives are computed by a wide variety of neural circuits, but the problem of performing this computation accurately has received little theoretical study. Here we sy...
Bryan P. Tripp, Chris Eliasmith
NECO
2010
61views more  NECO 2010»
8 years 2 months ago
Window-Based Example Selection in Learning Vector Quantization
Aree Witoelar, Anarta Ghosh, J. J. G. de Vries, Ba...
NECO
2010
69views more  NECO 2010»
8 years 2 months ago
Dynamics and Robustness of Familiarity Memory
J. M. Cortes, Andrea Greve, A. B. Barrett, Mark C....
NECO
2010
97views more  NECO 2010»
8 years 2 months ago
Derivatives of Logarithmic Stationary Distributions for Policy Gradient Reinforcement Learning
Most conventional Policy Gradient Reinforcement Learning (PGRL) algorithms neglect (or do not explicitly make use of) a term in the average reward gradient with respect to the pol...
Tetsuro Morimura, Eiji Uchibe, Junichiro Yoshimoto...
NECO
2010
72views more  NECO 2010»
8 years 2 months ago
Reward-Modulated Hebbian Learning of Decision Making
Michael Pfeiffer, Bernhard Nessler, Rodney J. Doug...
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