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» Bias and variance in value function estimation
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ICML
2004
IEEE
13 years 10 months ago
Bias and variance in value function estimation
Shie Mannor, Duncan Simester, Peng Sun, John N. Ts...
MANSCI
2007
67views more  MANSCI 2007»
13 years 4 months ago
Bias and Variance Approximation in Value Function Estimates
Shie Mannor, Duncan Simester, Peng Sun, John N. Ts...
AAAI
2008
13 years 7 months ago
A Variance Analysis for POMDP Policy Evaluation
Partially Observable Markov Decision Processes have been studied widely as a model for decision making under uncertainty, and a number of methods have been developed to find the s...
Mahdi Milani Fard, Joelle Pineau, Peng Sun
AAAI
2008
13 years 7 months ago
Adaptive Importance Sampling with Automatic Model Selection in Value Function Approximation
Off-policy reinforcement learning is aimed at efficiently reusing data samples gathered in the past, which is an essential problem for physically grounded AI as experiments are us...
Hirotaka Hachiya, Takayuki Akiyama, Masashi Sugiya...
MLCW
2005
Springer
13 years 10 months ago
Estimating Predictive Variances with Kernel Ridge Regression
In many regression tasks, in addition to an accurate estimate of the conditional mean of the target distribution, an indication of the predictive uncertainty is also required. Ther...
Gavin C. Cawley, Nicola L. C. Talbot, Olivier Chap...