Adaptive and Natural Computing Algorithms - Proceedings of the International Conference in Coimbra, Portugal, 2005

The papers in this volume present theoretical insights and report practical applications both for neural networks, genetic algorithms and evolutionary computation. In the field of natural computing, swarm optimization, bioinformatics and computational biology contributions are no less compelling. A wide selection of contributions report applications of neural networks to process engineering, robotics and control. Contributions also abound in the field of evolutionary computation particularly in combinatorial and optimization problems. Many papers are dedicated to machine learning and heuristics, hybrid intelligent systems and soft computing applications. Some papers are devoted to quantum computation. In addition, kernel based algorithms, able to solve tasks other than classification, represent a revolution in pattern recognition bridging existing gaps. Further topics are intelligent signal processing and computer vision.

Sommario

From the contents: Neural Networks: Neural Networks Theory; Learning Theory; Computational Neuroscience and Neurodynamics; Neural Networks in Process Engineering; Neural Networks in Robotics and Control; Clustering and Unsupervised Learning; Self-Organising Maps.- Evolutionary Computation: Evolutionary Computation; Genetic Algorithms Theory; Complex Systems and Genetic Programming; Swarm Optimization; Molecular and Quantum Computing.- Adaptive and Natural Computing: BioInformatics and Computational Biology; Adaptive Technology in AI, Natural Computing.- Soft Computing Applications: Machine Learning and Heuristics; Feature Selection and Kernel Methods, Computer Security.- Computer Vision and Pattern Recognition: Computer Vision and Image Processing; Signal Processing and Pattern Recognition.- Hybrid Methods and Tools: Hybrid Intelligent Systems; High Performance and Parallel Computing Tools

Dettagli sul prodotto

• Con la collaborazione di: Rudolf F. Albrecht (Editore), Andrej Dobnikar (Editore), David W. Pearson (Editore), Bernadete Ribeiro (Editore), Nigel C. Steele (Editore)
• Editore: Springer, Wien
• Lingue: Inglese
• Formato: Tascabile
• Pubblicazione: 08.03.2005
• EAN: 9783211249345
• ISBN: 978-3-211-24934-5
• Pagine: 545
• Dimensioni: 210 mm x 283 mm x 32 mm
• Peso: 1353 g
• Illustrazioni: XV, 545 p. 433 illus.
• Categorie: Scienze naturali, medicina, informatica, tecnica > Informatica, EDP > Informatica; C, Artificial Intelligence, angewandte informatik, Computermodellierung und -simulation, Mathematik für Informatiker, computer science, Computer Applications, Computer and Information Systems Applications, Application software, Mathematics of Computing, Mathematical theory of computation, Information technology: general issues, Computer science—Mathematics, Maths for computer scientists, Computer simulation, Computer modelling & simulation, Simulation and Modeling, Computer Modelling