"Covering the latest issues and achievements, this well documented,
precisely presented text is timely and suitable for graduate and upper
undergraduate students in knowledge engineering, intelligent systems,
AI, neural networks, fuzzy systems, and related areas. The author's
goal is to explain the principles of neural networks and fuzzy systems
and to demonstrate how they can be applied to building knowledge-based
systems for problem solving. Especially useful are the comparisons
between different techniques (AI rule-based methods, fuzzy methods,
connectionist methods, hybrid systems) used to solve the same or
similar problems."
-- Anca Ralescu, Associate Professor of Computer
Science, University of Cincinnati
Neural networks and fuzzy systems are different approaches to
introducing human-like reasoning into expert systems. This text is
the first to combine the study of these two subjects, their basics and
their use, along with symbolic AI methods to build comprehensive
artificial intelligence systems.
In a clear and accessible style, Kasabov describes rule- based and
connectionist techniques and then their combinations, with fuzzy logic
included, showing the application of the different techniques to a set
of simple prototype problems, which makes comparisons possible. A
particularly strong feature of the text is that it is filled with
applications in engineering, business, and finance. AI problems that
cover most of the application-oriented research in the field (pattern
recognition, speech and image processing, classification, planning,
optimization, prediction, control, decision making, and game
simulations) are discussed and illustrated with concrete examples.
Intended both as a text for advanced undergraduate and postgraduate
students as well as a reference for researchers in the field of
knowledge engineering, Foundations of Neural Networks, Fuzzy
Systems, and Knowledge Engineering has chapters structured for
various levels of teaching and includes original work by the author
along with the classic material.
Data sets for the examples in the book as well as an integrated
software environment that can be used to solve the problems and do the
exercises at the end of each chapter are available free through
anonymous ftp.
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