Do Smart Adaptive Systems Exist? Best Practice for Selection and Combination of Intelligent Methods /

• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Άλλοι συγγραφείς: Gabrys, Bogdan (Επιμελητής έκδοσης), Leiviskä, Kauko (Επιμελητής έκδοσης), Strackeljan, Jens (Επιμελητής έκδοσης)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: Berlin, Heidelberg : Springer Berlin Heidelberg, 2005.
• Σειρά: Studies in Fuzziness and Soft Computing, 173
• Θέματα: Engineering.; Operations research.; Decision making.; Artificial intelligence.; Applied mathematics.; Engineering mathematics.; Statistical physics.; Dynamical systems.; Computational intelligence.; Computational Intelligence.; Artificial Intelligence (incl. Robotics).; Statistical Physics, Dynamical Systems and Complexity.; Operation Research/Decision Theory.; Applications of Mathematics.

This book is intended as a reference and a guide summarising and focusing on best practices when using intelligent techniques and building systems requiring a degree of adaptation and intelligence. It is therefore not intended as a collection of the most recent research results but a practical guide...

Πίνακας περιεχομένων:

• Intelligent Systems: Architectures and Perspectives
• Do Smart Adaptive Systems Exist? — Introduction
• Problem Definition — From Applications to Methods
• Problem Definition — From Applications to Methods
• Data Preparation and Preprocessing
• Data Preparation and Preprocessing
• From Methods To Applications
• Artificial Neural Networks
• Machine Learning and Reinforcement Learning
• Fuzzy Expert Systems
• Learning Algorithms for Neuro-Fuzzy Systems
• Hybrid Intelligent Systems: Evolving Intelligence in Hierarchical Layers
• Evolving Connectionist Systems with Evolutionary Self-Optimisatio
• From Applications To Methods
• Monitoring
• Examples of Smart Adaptive Systems in Model-Based Diagnosis
• Design of Adaptive Fuzzy Controllers
• Optimal Design Synthesis of Component-Based Systems Using Intelligent Techniques
• Intelligent Methods in Finance Applications: From Questions to Solutions
• Neuro-Fuzzy Systems for Explaining Data Sets
• Fuzzy Linguistic Data Summaries as a Human Consistent, User Adaptable Solution to Data Mining
• Adaptive Multimedia Retrieval: From Data to User Interaction.