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» Ensemble Algorithms in Reinforcement Learning
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ICML
2004
IEEE
14 years 6 months ago
Ensemble selection from libraries of models
We present a method for constructing ensembles from libraries of thousands of models. Model libraries are generated using different learning algorithms and parameter settings. For...
Rich Caruana, Alexandru Niculescu-Mizil, Geoff Cre...
ICML
2000
IEEE
14 years 6 months ago
Algorithms for Inverse Reinforcement Learning
Andrew Y. Ng, Stuart J. Russell
CORR
1998
Springer
164views Education» more  CORR 1998»
13 years 4 months ago
Training Reinforcement Neurocontrollers Using the Polytope Algorithm
A new training algorithm is presented for delayed reinforcement learning problems that does not assume the existence of a critic model and employs the polytope optimization algorit...
Aristidis Likas, Isaac E. Lagaris
IDEAL
2004
Springer
13 years 10 months ago
DIVACE: Diverse and Accurate Ensemble Learning Algorithm
In order for a neural network ensemble to generalise properly, two factors are considered vital. One is the diversity and the other is the accuracy of the networks that comprise th...
Arjun Chandra, Xin Yao
SAB
2010
Springer
189views Optimization» more  SAB 2010»
13 years 3 months ago
TeXDYNA: Hierarchical Reinforcement Learning in Factored MDPs
Reinforcement learning is one of the main adaptive mechanisms that is both well documented in animal behaviour and giving rise to computational studies in animats and robots. In th...
Olga Kozlova, Olivier Sigaud, Christophe Meyer