Computational Intelligence: A Compendium

• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Άλλοι συγγραφείς: Fulcher, John (Επιμελητής έκδοσης), Jain, L. C. (Επιμελητής έκδοσης)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: Berlin, Heidelberg : Springer Berlin Heidelberg, 2008.
• Σειρά: Studies in Computational Intelligence, 115
• Θέματα: Engineering.; Artificial intelligence.; Applied mathematics.; Engineering mathematics.; Appl.Mathematics/Computational Methods of Engineering.; Artificial Intelligence (incl. Robotics).

 Computational Intelligence paradigms have proven effective on real-world problems in virtually all disciplines including Science, Engineering, Business, healthcare, Management and Avionics. This handbook includes contributions from the leading international experts in their respective fields. There are twenty five chapters grouped in the following ten parts covering theoretical aspects and practical applications: * Overview * Data pre-processing, system integration and visualization * Artificial Intelligence * Logic and reasoning * Ontology * Intelligent Agents * Fuzzy Systems * Artificial neural networks * Evolutionary paradigms and systems * DNA and immunity-based computing The handbook will be of interest to the students, researchers, professors and practitioner in the area of computational intelligence paradigms and their applications. 

 Overview, Background -- Computational Intelligence: An Introduction -- Preprocessing, Visualization, Systems Integration -- Data Reduction for Pattern Recognition and Data Analysis -- Topographic Maps for Clustering and Data Visualization -- Complex Systems Paradigms for Integrating Intelligent Systems: A Game Theoretic Approach -- Artificial Intelligence -- Emotional Intelligence: Giving Computers Effective Emotional Skills to Aid Interaction -- Logic and Reasoning -- The Paraconsistent Annotated Logic Program EVALPSN and its Application -- The Data-Oriented Parsing Approach: Theory and Application -- Ontology -- Graph-Based Representation and Reasoning for Ontologies -- An Ontology-Based Intelligent Mobile System for Tourist Guidance -- Intelligent Agents -- Open Source Agent-Based Modeling Frameworks -- Agent-Based Grid Computing -- Decentralized Multi-Agent Clustering in Scale-free Sensor Networks -- Computational Intelligence in Agent-Based Computational Economics -- Fuzzy Systems -- Semantics and Perception of Fuzzy Sets and Fuzzy Mappings -- Evolutionary Multiobjective Design of Fuzzy Rule-Based Classifiers -- Artificial Neural Networks -- Data Mining in QoS-Aware Media Grids -- The Self-Organizing Maps: Background, Theories, Extensions and Applications -- Neural Systems Engineering -- Artificial Brains: An Evolved Neural Net Module Approach -- Evolutionary Approaches -- Evolving Artificial Neural Network Ensembles -- An Order Based Memetic Evolutionary Algorithm for Set Partitioning Problems -- Genetic Programming: An Introduction and Tutorial, with a Survey of Techniques and Applications -- The Particle Swarm Algorithm -- DNA and Immunity-Based Computing -- DNA Computing and its Application -- The Next Generation of Immunity-Based Systems: From Specific Recognition to Computational Intelligence.