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Titlebook: Artificial Neural Networks and Machine Learning- ICANN 2011; 21st International C Timo Honkela,Włodzisław Duch,Samuel Kaski Conference proc

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https://doi.org/10.1007/978-3-322-88744-3han the methods currently employed in the neural networks community. It is also more promising than the hand-engineered features currently used in computer vision because it provides an efficient way of adapting the features to the domain.
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Cornelius Bickel,Sebastian Klaukeious approach based on the self-organizing map for the traveling salesman problem. Moreover, the proposed algorithm provides better solutions within less computational time for problems with high number of polygonal goals.
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https://doi.org/10.1007/978-3-662-25794-4 that weighted cooperative learning could be used to improve performance in terms of quantization and topographic errors. In addition, we could obtain much clearer class boundaries on the U-matrix by the weighted cooperative learning.
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Reformulations, Consequences, and Criteria,e the kernelized Neural Gas algorithm by incorporating a Nyström approximation scheme and active learning, and we arrive at sparse solutions by integration of a sparsity constraint. We provide experimental results which show that these accelerations do not lead to a deterioration in accuracy while improving time and memory complexity.
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Transforming Auto-Encoders,han the methods currently employed in the neural networks community. It is also more promising than the hand-engineered features currently used in computer vision because it provides an efficient way of adapting the features to the domain.
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ESN Intrinsic Plasticity versus Reservoir Stability,ilibrium state but also by the chosen output distribution mean value. The numerical investigations of different random reservoirs showed that the IP improvement stabilizes even initially unstable reservoirs.
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