Springer Handbook of Computational Intelligence

Many-Valued and Fuzzy Logics.- Possibility Theory and its Applications: Where Do we Stand?.- Aggregation Functions on [0; 1].- Monotone Measures-Based Integrals.- The Origin of Fuzzy Extensions.- From Type-2 Fuzzy Sets to Atanassov's Intuitionistic Fuzzy Sets.- F-Transform.- Fuzzy Linear Programming and Duality.- Basic Solutions of Fuzzy Coalitional Games.- Basics of Fuzzy Sets.- Fuzzy Relations: Past, Present and Future.- Fuzzy Implications.- Fuzzy Rule Based Systems.- Interpretability of Fuzzy Systems.- Fuzzy Clustering.- An Algebraic Model of Reasoning to Support Zadeh's CwW.- Fuzzy Control.- Interval Type-2 Fuzzy PID Controllers.- Soft Computing in Database and Information Management.- Application of Fuzzy Techniques to Autonomous Robots.- Foundations of Rough Sets.- Rough Set Methodology for Decision Aiding.- Rule Induction from Rough Approximations.- Probabilistic Rough Sets.- Generalized Rough Sets.- Fuzzy-Rough Hybridization.- Artificial Neural Network Models .- Deep and Modular Neural Networks.- Machine Learning.- Theoretical Methods in Machine Learning.- Probabilistic Modeling in Machine Learning.- Kernel Methods.- Neurodynamics .- Computational Neuroscience - Biophysical Modeling of Neural Systems .- Computational Models of Cognitive and Motor Control.- Cognitive Architectures and Agents.- Embodied Intelligence.- Neuromorphic Engineering.- Neuroengineering -- Sensorimotor-Computer Interfaces.- Evolving Connectionist Systems .- Machine Learning Applications.- Genetic Algorithms.- Genetic Programming.- Evolution Strategies.- Distribution Algorithms.- Parallel Evolutionary Algorithms.- Learning Classifier Systems.- Indicator-Based Selection.- Multiobjective Evolutionary Algorithms.- Parallel Multiobjective Evolutionary Algorithms.- Many-objective Problems: Challenges and Methods.- Memetic and Hybrid Evolutionary Algorithms.- Design of Representations and Search Operators.- Stochastic Local Search Algorithms.- Parallel Evolutionary Combinatorial

Janusz Kacprzyk is editor in chief of the Springer series Studies in "Computational Intelligence", "Studies in Fuzziness and Soft computing", "Advances in Intelligent and Soft Computing" and "Intelligent Systems Reference Library". He is the recent past president of the International Fuzzy Systems Association (IFSA) and recipient of the pioneer award of the IEEE Computational Intelligence Society. Witold Pedrycz is the Editor-in-Chief of IEEE Transactions on Systems Man and Cybernetics-part A, Editor-in-Chief of the journal "Information Sciences" (Wiley) and Associate Editor of the IEEE Transactions on Fuzzy Systems. Witold Pedrycz is a recipient of the prestigious Norbert Wiener award from the IEEE Society of Systems, Man and Cybernetics.