Neural Networks (Rolf Pfeifer, et al)

Neural Networks (Rolf Pfeifer, et al) is a COMPUTER ENGINEERING book which was published by University of Zurich 2010 . Rolf Pfeifer, Dana Damian, Rudolf Fuchslin are the authors of this book. This book is written in English .

Beginning with an introductory discussion on the role of neural networks in scientific data analysis, this book provides a solid foundation of basic neural network concepts. Systematic introduction to neural networks, biological foundations; important network classes and learning algorithms; supervised models (perceptrons, adalines, multi-layer perceptrons), support-vector machines, echo-state networks, non-supervised networks (competitive, Kohonen, Hebb), recurrent networks (Hopfield, CTRNNs - continuous-time recurrent neural networks), spiking neural networks, spike-time dependent plasticity, applications.