Constitutes the refereed proceedings of the 18th International Conference on Artificial Neural Networks, ICANN 2008, held in Prague Czech Republic, in September 2008. This title contains papers on mathematical theory of neurocomputing, learning algorithms, kernel methods, statistical learning & ensemble techniques, & support vector machines.