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Computer Science - Artificial Intelligence | Unified Computational Intelligence for Complex Systems

Unified Computational Intelligence for Complex Systems

Seiffertt, John, Wunsch, Donald C.

2010, 150p. 9 illus. in color.

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  • First book presenting a computational intelligence architecture capable of learning in unsupervised, supervised, or reinforcement learning modes
  • First book covering applications of time scales mathematics to engineering applications
  • First book which ties these learning paradigms into all three levels of intelligence and provides applications to engineering, markets, and society
Computational intelligence encompasses a wide variety of techniques that allow computation to learn, to adapt, and to seek. That is, they may be designed to learn information without explicit programming regarding the nature of the content to be retained, they may be imbued with the functionality to adapt to maintain their course within a complex and unpredictably changing environment, and they may help us seek out truths about our own dynamics and lives through their inclusion in complex system modeling. These capabilities place our ability to compute in a category apart from our ability to erect suspension bridges, although both are products of technological advancement and reflect an increased understanding of our world. In this book, we show how to unify aspects of learning and adaptation within the computational intelligence framework. While a number of algorithms exist that fall under the umbrella of computational intelligence, with new ones added every year, all of them focus on the capabilities of learning, adapting, and helping us seek. So, the term unified computational intelligence relates not to the individual algorithms but to the underlying goals driving them. This book focuses on the computational intelligence areas of neural networks and dynamic programming, showing how to unify aspects of these areas to create new, more powerful, computational intelligence architectures to apply to new problem domains.

Content Level » Research

Keywords » Adaptive Resonance Theory - Agent-Based Computational Social Science - Approximate Dynamic Programming - Backpropagation - Backpropogation - Computational Intelligence - Dynamic Equations - Game Theory - Neural Network - Reinforcement Learning - Supervised Learning - Time Scales Calculus - Unsupervised Learning - learning - modeling

Related subjects » Artificial Intelligence - Complexity - Computational Intelligence and Complexity - Game Theory / Mathematical Methods

Table of contents 

The Unified Art Architecture.- An Application of Unified Computational Intelligence.- The Time Scales Calculus.- Approximate Dynamic Programming on Time Scales.- Backpropagation on Time Scales.- Unified Computational Intelligence in Social Science.

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