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ICMLA
2010
15 years 5 months ago
Ensembles of Neural Networks for Robust Reinforcement Learning
Reinforcement learning algorithms that employ neural networks as function approximators have proven to be powerful tools for solving optimal control problems. However, their traini...
Alexander Hans, Steffen Udluft
184
Voted
IJCNN
2007
IEEE
16 years 1 months ago
Self-Organizing Maps as Traveling Computational Templates
In this article we approach neural networks as computational templates that travel across various sciences. Traditionally, it has been thought that models are primarily models of s...
Tarja Knuuttila, Anna-Mari Rusanen, Timo Honkela
ISNN
2007
Springer
16 years 1 months ago
Recurrent Fuzzy CMAC for Nonlinear System Modeling
Normal fuzzy CMAC neural network performs well because of its fast learning speed and local generalization capability for approximating nonlinear functions. However, it requires hu...
Floriberto Ortiz Rodriguez, Wen Yu, Marco A. Moren...
168
Voted
IWANN
2007
Springer
16 years 1 months ago
Parallel Multi-objective Memetic RBFNNs Design and Feature Selection for Function Approximation Problems
Alberto Guillén, Héctor Pomares, Jes...
111
Voted
IJCNN
2006
IEEE
16 years 1 months ago
Variance Stabilizing Regression Ensembles for Environmental Models
Anthony J. Bagnall, Ian Whittley, Matthew Studley,...