Download Adaptive and Natural Computing Algorithms: 9th International by Adrian Horzyk (auth.), Mikko Kolehmainen, Pekka Toivanen, PDF

By Adrian Horzyk (auth.), Mikko Kolehmainen, Pekka Toivanen, Bartlomiej Beliczynski (eds.)

This publication constitutes the completely refereed post-proceedings of the ninth foreign convention on Adaptive and average Computing Algorithms, ICANNGA 2009, held in Kuopio, Finland, in April 2009.

The sixty three revised complete papers awarded have been rigorously reviewed and chosen from a complete of 112 submissions. The papers are equipped in topical sections on impartial networks, evolutionary computation, studying, tender computing, bioinformatics in addition to applications.

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Additional info for Adaptive and Natural Computing Algorithms: 9th International Conference, ICANNGA 2009, Kuopio, Finland, April 23-25, 2009, Revised Selected Papers

Sample text

So, heuristically thinking, we could maybe use a quick-and-dirty optimization that will go towards the closest local optimum if it is easy, and more or less give up if it is not easy – as long as it happens so fast that we can have many restarts. As a first attempt, we imagine a short spirt of conjugate gradient optimization with loose accuracy criterion or hard-limited iteration counts will create a desired kind of local step forward. Ideas about a Regularized MLP Classifier 35 We need to be able to tell which encountered network is likely to be the best.

8 population size number of generations mutated population fraction crossed over population fraction fraction of generation with non-parametric genetic operations The data sets were split into training and testing parts and they were used to train and test neural networks for each data set. The incomplete rows of the Votes set were put aside for this part of the tests. MLP has been used to build a model using each data set. Java Neural Network Simulator (JNNS) was used to train a neural network for each of our test data sets.

Several enhancements to hermite-based approximation of one-variable functions. , Koutn´ık, J. ) ICANN 2008, Part I. LNCS, vol. 5163, pp. 11–20. Springer, Heidelberg (2008) 12. : Neural net approximation. In: Narendra, K. ) Proc. 7th Yale Workshop on Adaptive and Learning Systems, pp. 69–72. Yale University Press (1992) 13. : Hinging hyperplanes for regression, classification and function approximation. IEEE Transactions on Information Theory 39, 999–1013 (1993) 14. : Rate of approximation results motivated by robust neural network learning.

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