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 devotes to pattern recognition & data analysis, hardware & embedded systems, computational neuroscience, connectionistic cognitive science & neuroinformatics.