This book gives an introduction to Soft Computing, which aims to exploit tolerance for imprecision, uncertainty, approximate reasoning, and partial truth in order to achieve close resemblance with human like decision making. Soft Computing is a new multidisciplinary field, to construct new generation of Artificial Intelligence, known as Computational Intelligence.
Descrizione
Contenuto
Abstract
- What does Soft Computing mean?
- Definition of Soft Computing
- Conception of Soft Computing
- Importance of Soft Computing
- The Soft Computing – development history
- Fuzzy Computing
- Fuzzy sets
- Fuzzy control
- Evolutionary Computing
- Evolutionary algorithms
- Genetic algorithms
- Genetic programming
- Differential evolution
- Neural Computing
- The brain as an information processing system
- Introduction to neural networks
- The perceptron
- Multilayer networks
- Kohonen self-organizing maps
- Hopfield networks
- Probabilistic Computation
- Conclusion
- References
- List of Figures
- List of Tables
- Endnotes