Neural Networks in a Softcomputing Framework

• Κύριοι συγγραφείς: Du, K. -L (Συγγραφέας), Swamy, M. N. S. (Συγγραφέας)
• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: London : Springer London, 2006.
• Θέματα: Engineering.; Computers.; Artificial intelligence.; Pattern recognition.; Statistical physics.; Dynamical systems.; Computational intelligence.; Computational Intelligence.; Statistical Physics, Dynamical Systems and Complexity.; Computation by Abstract Devices.; Artificial Intelligence (incl. Robotics).; Signal, Image and Speech Processing.; Pattern Recognition.

Conventional model-based data processing methods are computationally expensive and require experts’ knowledge for the modelling of a system; neural networks provide a model-free, adaptive, parallel-processing solution. Neural Networks in a Softcomputing Framework presents a thorough review of the mo...

Πίνακας περιεχομένων:

• Fundamentals of Machine Learning and Softcomputing
• Multilayer Perceptrons
• Hopfield Networks and Boltzmann Machines
• Competitive Learning and Clustering
• Radial Basis Function Networks
• Principal Component Analysis Networks
• Fuzzy Logic and Neurofuzzy Systems
• Evolutionary Algorithms and Evolving Neural Networks
• Discussion and Outlook.