Soft Computing Applications (4-0-0)
Course Details:

1. Introduction to Soft Computing, Components of Soft Computing, Importance of Soft Computing
2. Fuzzy Set Theory - Definition, Different types of fuzzy set Membership Functions
3. Fuzzy Set theoretic operations, Fuzzy Rules and Fuzzy Reasoning, Fuzzy Inference Systems
4. GA, Simulated Annealing, PSO
5. Neural Networks- Supervised Learning, Unsupervised Learning
6. Hybrid Systems - Neuro Fuzzy Modeling
7. Fuzzy c-means, Applications in Image Processing, Neuro-fuzzy control, Data Mining

Suggested Text Books:

Neuro Fuzzy and Soft Computing - Jang, Sun and Mizutani
An Introduction to Neural Networks - Haykin
Fuzzy Sets and Fuzzy Logic - Klir and Yuan
Genetic Algorithms - Goldberg