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DAGM
2007
Springer
13 years 8 months ago
Efficient Learning of Neural Networks with Evolutionary Algorithms
Abstract. In this article we present EANT2, a method that creates neural networks (NNs) by evolutionary reinforcement learning. The structure of NNs is developed using mutation ope...
Nils T. Siebel, Jochen Krause, Gerald Sommer
GECCO
2009
Springer
135views Optimization» more  GECCO 2009»
13 years 11 months ago
Neuroevolutionary reinforcement learning for generalized helicopter control
Helicopter hovering is an important challenge problem in the field of reinforcement learning. This paper considers several neuroevolutionary approaches to discovering robust cont...
Rogier Koppejan, Shimon Whiteson
CEC
2010
IEEE
13 years 2 months ago
On-line evolution of robot controllers by an encapsulated evolution strategy
This paper describes and experimentally evaluates the viability of the (
Evert Haasdijk, A. E. Eiben, Giorgos Karafotias
CORR
2010
Springer
152views Education» more  CORR 2010»
13 years 4 months ago
Neuroevolutionary optimization
Temporal difference methods are theoretically grounded and empirically effective methods for addressing reinforcement learning problems. In most real-world reinforcement learning ...
Eva Volná
IJRR
2008
186views more  IJRR 2008»
13 years 4 months ago
Automated Design of Adaptive Controllers for Modular Robots using Reinforcement Learning
Designing distributed controllers for self-reconfiguring modular robots has been consistently challenging. We have developed a reinforcement learning approach which can be used bo...
Paulina Varshavskaya, Leslie Pack Kaelbling, Danie...