Computational Intelligence

Rudolf Kruse is a full professor at the Department of Computer Science of the Otto-von-Guericke University of Magdeburg, Germany, where he leads the working group on computational intelligence. Christian Moewes and Pascal Held are research assistants at the same institution. Christian Borgelt is a principal researcher at the European Centre for Soft Computing, Mieres, Spain. Frank Klawonn is a Professor at the Department of Computer Science of Ostfalia University of Applied Sciences, Wolfenbuttel, Germany. Matthias Steinbrecher is a member of the SAP Innovation Center, Potsdam, Germany.

Introduction Part I: Neural Networks Introduction Threshold Logic Units General Neural Networks Multi-Layer Perceptrons Radial Basis Function Networks Self-Organizing Maps Hopfield Networks Recurrent Networks Mathematical Remarks Part II: Evolutionary Algorithms Introduction to Evolutionary Algorithms Elements of Evolutionary Algorithms Fundamental Evolutionary Algorithms Special Applications and Techniques Part III: Fuzzy Systems Fuzzy Sets and Fuzzy Logic The Extension Principle Fuzzy Relations Similarity Relations Fuzzy Control Fuzzy Clustering Part IV: Bayes Networks Introduction to Bayes Networks Elements of Probability and Graph Theory Decompositions Evidence Propagation Learning Graphical Models