University of Madras - Syllabus of Bachelor of Science (BSc) Statistics - Semester III - Major III - Probability and Distributions II
UNIVERSITY OF MADRAS
B.Sc. DEGREE COURSE IN STATISTICS
SEMESTER SYSTEM WITH CREDITS
(Effective from the Academic Year 2003-2004)
SYLLABUS
Semester III - Major III - Probability and Distributions II
UNIT - 1:
Standard univariate distributions - Point distribution, Power series, Uniform, Binomial, Poisson, Geometric, Hypergeometric, Multinomial, Negative Binomial distributions and their properties, moment generating functions, characteristic functions for the above distributions - simple problems.
UNIT - 2:
Standard continuous distributions - Uniform, Exponential, Gamma, Weibull, Beta Pareto, Cauchy, Laplace, Lognormal distributions and their properties, moment generating function, characteristic function for the above distributions - simple problems.
UNIT - 3:
Normal, and Bivariate Normal distributions and their properties, moment generating function, characteristic function for the above distributions - concepts and simple problems.
UNIT - 4:
Limit Laws - Chebychev's inequality - convergence in probability - Weak Law of Large Numbers (W.L.L.N.), Definition of almost sure convergence, Strong Law of Large Numbers (S.L.L.N. )(Statement only) and applications.
UNIT - 5:
Convergence of distributions - Binomial to Poisson, De-moivre's - Lajilace theorems, Central Limit Theorem due to Lindeberg - Levy for iid Statements of continuity theorem, uniqueness theorem and inversion theorem.
Books for Study:
A.M.Mood, F.A. Graybill and D.C. Boes (1974): Introduction to the theory of statistics, International student ed. McGraw Hill.
Hogg, R.V. and Craig, A.T. (1998): Introduction to Mathematical Statistics, 4th ed. Acadmic
Press.
A.M.Goon, M.K.Gupta & B. Dasgupta (1980): An outline of Statistical theory, Vol.I, 6th revised
ed., World Press
BOOKS FOR REFERENCE:
Rohatgi, V.K. (1984): An introduction to probability theory and mathematical statistics.
P. G.Hoel (1971): Introduction to Mathematical Statistics, Asia publishing house.
Murry R. Spiegal (1982): Theory and problems of Probability and Statistics, Schaum's outline series, McGraw Hill.
Seymour Lipshutz (1982): Theory and problems of probability, Schaum's outline series, McGraw Hill.
Marek Fisz (1961): Probability theory and Mathematical Statistics, John Wiley.
K.L.Chung (1983): Elementary probability theory with stochastic processes, Springer International student edition.
W.Feller (1968): An introduction to probability theory and its applications, Vol.I, 3
rd ed., John Wiley.