UNIT I PROBABILITY AND RANDOM VARIABLES
Axioms of probability – Conditional probability – Baye’s theorem – Discrete and continuous random variables – Moments – Moment generating functions – Binomial, Poisson, Geometric, Uniform, Exponential and Normal distributions – Functions of a random variable.
UNIT II TWO- DIMENSIONAL RANDOM VARIABLES
Joint distributions – Marginal and conditional distributions – Covariance – Correlation and linear regression – Transformation of random variables – Central limit theorem (for independent and identically distributed random variables) .
UNIT III ESTIMATION THEORY
Unbiased estimators – Efficiency – Consistency – Sufficiency – Robustness – Method of moments – Method of maximum Likelihood – Interval estimation of Means – Differences between means, variations and ratio of two variances
UNIT IV NON- PARAMETRIC TESTS
Introduction – The Sign test – The Signed – Rank test – Rank – sum tests – The U test – The H test – Tests based on Runs – Test of randomness – The Kolmogorov Tests .
UNIT V STATISTICAL QUALITY CONTROL
Control charts for measurements ( ̅ and R charts ) – Control charts for attributes ( p, c and np charts) – Tolerance limits – Acceptance sampling. T
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