CS 801B-Soft Computing |
Introduction to artificial neural network |
Neural Networks: History, overview of biological Neuro-system, Mathematical Models of Neurons, ANN architecture,
Learning rules, Learning Paradigms-Supervised, Unsupervised and reinforcement Learning, ANN training Algorithmsperceptions,
Training rules, Delta, Back Propagation Algorithm, Multilayer Perceptron Model, Applications of
Artificial Neural Networks.
Competitive learning networks, Kohonen self organizing networks, Hebbian learning; Hopfield Networks, Associative
Memories, The boltzman machine; Applications.
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Fuzzy Logic |
Fuzzy Logic: Introduction to Fuzzy Logic, Classical and Fuzzy Sets: Overview of Classical Sets, Membership
Function, Fuzzy rule generation. Operations on Fuzzy Sets: Compliment, Intersections, Unions, Combinations of
Operations, Aggregation Operations. Fuzzy Arithmetic: Fuzzy Numbers, Linguistic Variables, Arithmetic Operations
on Intervals & Numbers, Lattice of Fuzzy Numbers, Fuzzy Equations.Fuzzy Logic: Classical Logic. Genetic algorithms(Gas),Evolution strategies(Ess),Evolutionary programming(EP),Genetic Programming(GP),Selecting,crossover,mutation,schema analysis,analysis of selection algorithms;convergence;Markov & other stochastic models.
Other Soft computing approaches
Simulated Annealing, Tabu Search, Ant colony based optimisation, etc.
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Text Books: |
1. “Neuro-Fuzzy and Soft computing”, Jang, Sun, Mizutani, Pearson
2. “Neural networks: a comprehensive foundation”, Haykin, Pearson
3. “Genetic Algorithms”, Goldberg, Pearson
4. “Fuzzy Sets & Fuzzy Logic”, G.J. Klir & B. Yuan, PHI.
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Reference: |
1. “An Introduction to Neural Networks”, Anderson J.A., PHI, 1999.
2. “Introduction to the Theory of Neural Computation”, Hertz J. Krogh, R.G. Palmer, Addison-Wesley,
California, 1991.
3. “An Introduction to Genetic Algorithm”, Melanie Mitchell, PHI, 1998.
4. “Neural Networks-A Comprehensive Foundations”, Prentice-Hall International, New Jersey, 1999.
5. “Neural Networks: Algorithms, Applications and Programming Techniques”, Freeman J.A. & D.M. Skapura,
Addison Wesley, Reading, Mass, (1992).
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