Soft Computing Syllabus Mumbai University

Hello sir I am here as I want to get the Syllabus of the Soft Computing of B.E. (Computer Engineering) VII Sem of Mumbai University so will you please provide me the syllabus??

University of Mumbai was founded on July 18, 1857 by John Wilson. It is one of the first three state universities of India and the oldest in Maharashtra.


1. FUZZY SET THEORY: As per your demand here I am providing you Syllabus of the Soft Computing of B.E. (Computer Engineering) VII Sem of this University:

Introduction to Neuro -Fuzzy and Soft Computing -Fuzzy Sets -Basic Definition and Terminology -Set-theoretic Operations -Member Function Formulation and Parameterization -Fuzzy Rules and Fuzzy Reasoning -Extension Principle and Fuzzy Relations -Fuzzy If-Then Rules -Fuzzy Reasoning -Fuzzy Inference Systems -Mamdani Fuzzy Models -Sugeno Fuzzy Models -Tsukamoto Fuzzy Models -Input Space Partitioning and Fuzzy Modeling.

2. OPTIMIZATION
Derivative-based Optimization -Descent Methods -The Method of Steepest Descent -Classical Newtonís Method -Step Size Determination -Derivative-free Optimization -Genetic Algorithms -Simulated Annealing -Random Search -Downhill Simplex Search

3. NEURAL NETWORKS
Supervised Learning Neural Networks -Perceptrons - Adaline -Backpropagation Mutilayer Perceptrons -Radial Basis Function Networks -Unsupervised Learning Neural Networks -Competitive Learning Networks -Kohonen Self- Organizing Networks -Learning Vector Quantization -Hebbian Learning.

4. NEURO FUZZY MODELING
Adaptive Neuro-Fuzzy Inference Systems -Architecture -Hybrid Learning Algorithm -Learning Methods that Cross-fertilize ANFIS and RBFN -Coactive Neuro Fuzzy Modeling -Framework Neuron Functions for Adaptive Networks -Neuro Fuzzy Spectrum.

5. APPLICATIONS OF COMPUTATIONAL INTELLIGENCE
Printed Character Recognition -Inverse Kinematics Problems -Automobile Fuel Efficiency Prediction -Soft Computing for Color Recipe Prediction.

Text Book
1. J.S.R.Jang, C.T.Sun and E.Mizutani, ìNeuro-Fuzzy and Soft Computingî, PHI, 2004, Pearson Education 2004.

References
1. Timothy J.Ross, ìFuzzy Logic with Engineering Applicationsî, McGraw-Hill, 1997.
2. Davis E.Goldberg, ìGenetic Algorithms: Search, Optimization and Machine Learningî, Addison Wesley, N.Y., 1989.
3. S. Rajasekaran and G.A.V.Pai, ìNeural Networks, Fuzzy Logic and Genetic Algorithmsî, PHI, 2003.
4. R.Eberhart, P.Simpson and R.Dobbins, ìComputational Intelligence - PC Toolsî, AP Professional, Boston, 1996

Address:
University of Mumbai
Gora Ghoda, Fort, 121, Mahatma Gandhi Road, Kala Ghoda, Fort, Mumbai, Maharashtra 400001

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