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

Author:   Bogdan Gabrys ,  Kauko Leiviskä ,  Jens Strackeljan
Publisher:   Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
Edition:   Softcover reprint of hardcover 1st ed. 2005
Volume:   173
ISBN:  

9783642063206


Pages:   370
Publication Date:   21 October 2010
Format:   Paperback
Availability:   In Print   Availability explained
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Do Smart Adaptive Systems Exist?: Best Practice for Selection and Combination of Intelligent Methods


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Overview

Do Smart Adaptive Systems Exist? 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 as a practical guide for experts from other areas and industrial users interested in building solutions to their problems using intelligent techniques. One of the main issues covered is an attempt to answer the question of how to select and/or combine suitable intelligent techniques from a large pool of potential solutions. Another attractive feature of the book is that it brings together experts from neural network, fuzzy, machine learning, evolutionary and hybrid systems communities who will provide their views on how these different intelligent technologies have contributed and will contribute to creation of smart adaptive systems of the future.

Full Product Details

Author:   Bogdan Gabrys ,  Kauko Leiviskä ,  Jens Strackeljan
Publisher:   Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
Imprint:   Springer-Verlag Berlin and Heidelberg GmbH & Co. K
Edition:   Softcover reprint of hardcover 1st ed. 2005
Volume:   173
Dimensions:   Width: 15.50cm , Height: 2.00cm , Length: 23.50cm
Weight:   0.587kg
ISBN:  

9783642063206


ISBN 10:   3642063209
Pages:   370
Publication Date:   21 October 2010
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   In Print   Availability explained
This item will be ordered in for you from one of our suppliers. Upon receipt, we will promptly dispatch it out to you. For in store availability, please contact us.

Table of Contents

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.

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