Intelligent Systems - Hardcover

Truemper

 
9780471484035: Intelligent Systems

Inhaltsangabe

Principles for constructing intelligent systems
Design of Logic-based Intelligent Systems develops principles and methods for constructing intelligent systems for complex tasks that are readily done by humans but are difficult for machines. Current Artificial Intelligence (AI) approaches rely on various constructs and methods (production rules, neural nets, support vector machines, fuzzy logic, Bayesian networks, etc.). In contrast, this book uses an extension of propositional logic that treats all aspects of intelligent systems in a unified and mathematically compatible manner.
Topics include:
* Levels of thinking and logic
* Special cases: expert systems and intelligent agents
* Formulating and solving logic systems
* Reasoning under uncertainty
* Learning logic formulas from data
* Nonmonotonic and incomplete reasoning
* Question-and-answer processes
* Intelligent systems that construct intelligent systems
Design of Logic-based Intelligent Systems is both a handbook for the AI practitioner and a textbook for advanced undergraduate and graduate courses on intelligent systems. Included are more than forty algorithms, and numerous examples and exercises. The purchaser of the book may obtain an accompanying software package (Leibniz System) free of charge via the internet at leibnizsystem.com.

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Über die Autorin bzw. den Autor

Klaus Truemper is a professor of computer science at the University of Texas at Dallas. He is the author of two books, including Effective Logic Computation (Wiley, 1998).

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Principles for constructing intelligent systems

Design of Logic-based Intelligent Systems develops principles and methods for constructing intelligent systems for complex tasks that are readily done by humans but are difficult for machines. Current Artificial Intelligence (AI) approaches rely on various constructs and methods (production rules, neural nets, support vector machines, fuzzy logic, Bayesian networks, etc.). In contrast, this book uses an extension of propositional logic that treats all aspects of intelligent systems in a unified and mathematically compatible manner.

Topics include:

  • Levels of thinking and logic
  • Special cases: expert systems and intelligent agents
  • Formulating and solving logic systems
  • Reasoning under uncertainty
  • Learning logic formulas from data
  • Nonmonotonic and incomplete reasoning
  • Question-and-answer processes
  • Intelligent systems that construct intelligent systems

Design of Logic-based Intelligent Systems is both a handbook for the AI practitioner and a textbook for advanced undergraduate and graduate courses on intelligent systems. Included are more than forty algorithms, and numerous examples and exercises. The purchaser of the book may obtain an accompanying software package (Leibniz System) free of charge via the internet at leibnizsystem.com.

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9789812532176: Design of Logic-based Intelligent Systems

Vorgestellte Ausgabe

ISBN 10:  981253217X ISBN 13:  9789812532176
Softcover