By André Ventura, João M. Franco, João P. Ramos, Bruno Direito, António Dourado (auth.), Cesare Alippi, Marios Polycarpou, Christos Panayiotou, Georgios Ellinas (eds.)
This quantity set LNCS 5768 and LNCS 5769 constitutes the refereed lawsuits of the nineteenth foreign convention on synthetic Neural Networks, ICANN 2009, held in Limassol, Cyprus, in September 2009.
The two hundred revised complete papers awarded have been rigorously reviewed and chosen from greater than three hundred submissions. the second one quantity is split in topical sections on neuroinformatics and bioinformatics; cognitive machines; information research and development attractiveness; sign and time sequence processing; neural dynamics and complicated structures; imaginative and prescient and photograph processing; neuro-evolution and hybrid options for cellular brokers keep watch over; neural regulate, making plans and robotics functions; clever instruments and techniques for multimedia annotation; and important infrastructure systems.
Read or Download Artificial Neural Networks – ICANN 2009: 19th International Conference, Limassol, Cyprus, September 14-17, 2009, Proceedings, Part II PDF
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Additional resources for Artificial Neural Networks – ICANN 2009: 19th International Conference, Limassol, Cyprus, September 14-17, 2009, Proceedings, Part II
Lei Zhang, Pheng Ann Heng, and Zhang Yi 995 Scalable Neural Networks for Board Games . . . . . . . . . . . . . 1005 Tom Schaul and J¨ urgen Schmidhuber Reservoir Size, Spectral Radius and Connectivity in Static Classiﬁcation Problems . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1015 Lu´ıs A. Alexandre and Mark J. Embrechts Author Index . . . . . . . . . . . . . . . . . . . . . . . . . 1025 Epileptic Seizure Prediction and the Dimensionality Reduction Problem Andr´e Ventura, Jo˜ ao M.
Several approaches have been studied to overcome the problem of feature extraction/selection and it is diﬃcult to say which one should be used. Therefore, further work comparing diﬀerent methods of feature extraction/selection, like Independent Component Analysis, Kruskal-Wallis, Genetic Algorithms , multidimensional scaling, or others , should be considered. Acknowledgments. This research is supported by European Union FP7 Framework Program, EPILEPSIAE Grant 211713 and by CISUC (FCT Unit 326).
Induced has been built from the training data (reduced to the best features found), the performance of that classiﬁer is evaluated on the test data. The 13 genes selected by CFS are reported in Table 1. A leave-one-out cross validation procedure was performed to investigate the robustness of the feature selection procedures. In 29 runs, the subset of 13 genes was selected 28 times (96%) by CFS. Now it is possible to use a classiﬁer to estimate the usefulness of feature subset. 3 Wrapper Method While CFS assigns a score to subset of features, wrapper approaches take biases of machine learning algorithms into account when selecting features.