Synopses & Reviews
The tremendous worldwide interest in the design and applications of recurrent neural networks prompts this volume compiling chapters contributed by leading experts in the field. Neural networks permit backward connections between nodes, resulting in dynamical behavior that is very useful in solving many real problems in science, engineering, and business. Recurrent Neural Networks presents the design and selected applications of recurrent neural network paradigms.
With existent uses ranging from motion detection to music synthesis to financial forecasting, recurrent neural networks have generated widespread attention. The tremendous interest in these networks drives Recurrent Neural Networks: Design and Applications, a summary of the design, applications, current research, and challenges of this subfield of artificial neural networks.
This overview incorporates every aspect of recurrent neural networks. It outlines the wide variety of complex learning techniques and associated research projects. Each chapter addresses architectures, from fully connected to partially connected, including recurrent multilayer feedforward. It presents problems involving trajectories, control systems, and robotics, as well as RNN use in chaotic systems. The authors also share their expert knowledge of ideas for alternate designs and advances in theoretical aspects.
The dynamical behavior of recurrent neural networks is useful for solving problems in science, engineering, and business. This approach will yield huge advances in the coming years. Recurrent Neural Networks illuminates the opportunities and provides you with a broad view of the current events in this rich field.
Table of Contents
Knowledge-based intelligent techniques in industry / L.C. Jain ... et al. -- Intelligent adaptive control : industrial applications in the applied computational intelligence set / L.C. Jain and C.W. de Silva -- Fusion of neural networks, fuzzy systems, and genetic algorithms : industrial applications / L.C. Jain and N.M. Martin -- Fuzzy and neuro-fuzzy systems in medicine / H.-N. Teodorescu, A. Kandel, and L.C. Jain -- Industrial applications of genetic algorithms / C.L. Karr and L.M. Freeman -- Knowledge-based intelligent techniques in character recognition / L.C. Jain and B. Lazzerini -- Industrial applications of neural networks / L.C. Jain and V. Vemuri -- Soft computing in human-related sciences / H.-N. Teodorescu, A. Kandel, and L.C. Jain -- Evolutionary computing and applications / B. Lazzerini ... et al. -- Fuzzy sets and their application to clustering and training / B. Lazzerini, D. Dumitrescu, and L.C. Jain -- Intelligent biometric techniques in fingerprint and face recognition / L.C. Jain ... et al. -- Computational intelligence for decision support / Z. Chen -- Evolution of engineering and information systems and their applications / L.C. Jain -- Dynamic fuzzy systems and chaos applications / H.-N. Teodorescu and A. Kandel -- Recurrent neural networks : design and applications / L. Medsker and L.C. Jain -- Recent advances in artificial neural networks : design and applications / L.C. Jain and A.M. Fanelli -- Fuzzy learning and applications / M. Russo and L.C. Jain -- Multiagent robotic systems / J. Liu -- Chaotic electronics in telecommunications / M. Kennedy, R. Rovatti, and G. Setti -- Intelligent systems and techniques in rehabilitation engineering / H.N. Teodorescu and L.C. Jain -- Microelectronics design of fuzzy logic-based systems / I. Baturone ... et al. -- Dynamic knowledge interaction / T. Nishida -- Practical applications of computational intelligence for adaptive control / C.L. Karr.