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» Echo State Networks used for Motor Control
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ICRA
2005
IEEE
117views Robotics» more  ICRA 2005»
13 years 10 months ago
Echo State Networks used for Motor Control
Matthias Salmen, Paul-Gerhard Plöger
NN
2007
Springer
162views Neural Networks» more  NN 2007»
13 years 4 months ago
Learning grammatical structure with Echo State Networks
Echo State Networks (ESNs) have been shown to be effective for a number of tasks, including motor control, dynamic time series prediction, and memorizing musical sequences. Howeve...
Matthew H. Tong, Adam D. Bickett, Eric M. Christia...
SAB
2010
Springer
187views Optimization» more  SAB 2010»
13 years 3 months ago
Learning Robot-Environment Interaction Using Echo State Networks
Learning robot-environment interaction with echo state networks (ESNs) is presented in this paper. ESNs are asked to bootstrap a robot’s control policy from human teacher’s dem...
Mohamed Oubbati, Bahram Kord, Günther Palm
CEC
2009
IEEE
13 years 9 months ago
Memory-enhanced Evolutionary Robotics: The Echo State Network Approach
— Interested in Evolutionary Robotics, this paper focuses on the acquisition and exploitation of memory skills. The targeted task is a well-studied benchmark problem, the Tolman ...
Cédric Hartland, Nicolas Bredeche, Mich&egr...
GECCO
2008
Springer
118views Optimization» more  GECCO 2008»
13 years 6 months ago
Unsupervised learning of echo state networks: balancing the double pole
A possible alternative to fine topology tuning for Neural Network (NN) optimization is to use Echo State Networks (ESNs), recurrent NNs built upon a large reservoir of sparsely r...
Fei Jiang, Hugues Berry, Marc Schoenauer