Week - 1 |
System, Model and Simulation Concepts |
Week - 2 |
Random Number Generators; Linear Congruential Generators |
Week - 3 |
Random Number Generators; Non-Linear Generators |
Week - 4 |
Examination of Some of The Properties of The Generated Numbers |
Week - 5 |
Ki-kare, Kolmogorov-Smirnov, Run and Gap Tests |
Week - 6 |
Generation of Random Numbers From Probability Distribution: Inverse Transformation |
Week - 7 |
Generation of Random Numbers From Probability Distribution: Acceptance-Rejection and Decomposition Methods |
Week - 8 |
Simulation of Some Discrete And Continuous Distributions and Matlab Applications: Binom, Poisson, Gamma; Exponantial Distribution |
Week - 9 |
Simulation of Univariate and Multivariate Normal Distribution and Matlab Applications |
Week - 10 |
Simulation for Statistical Inference and Matlab Applications: Parameter Estimation |
Week - 11 |
Simulation for Statistical Inference and Matlab Applications: Hypothesis Test |
Week - 12 |
Bootstrap and Jacknife Methods and Matlab Applications |
Week - 13 |
Monte Carlo Integration |
Week - 14 |
Markov Chain Monte Carlo Simulation |