LOYOLA COLLEGE (AUTONOMOUS), CHENNAI – 600 034
B.Sc. DEGREE EXAMINATION – STATISTICS
FOURTH SEMESTER – APRIL 2011
ST 4502/ST 4501 – DISTRIBUTION THEORY
Date : 07-04-2011 Dept. No. Max. : 100 Marks
Time : 1:00 – 4:00
PART – A
Answer ALL Questions 10 x 2 =20
- Define : Independence of random variables
- Show that under usual notations, .
- State the additive property of Binomial distribution..
- Write down the density function of Negative Binomial Distribution.
- Write E[X|Y=y] when (X,Y) has bivariate normal distribution.
- What is meant by Lack of Memory Property?.
- Write the density function of t-statistic with n degrees of freedom
- Define : F Statistic.
- Write down the general formula for the density function of the first order statistic.
- Mention the use of Central limit theorem.
PART – B
Answer any FIVE Questions 5 x 8 =40
- Find E[X|Y=3], if the joint probability density function of and Y is given by
.
- Lethave the joint probability density function
Compute the correlation coefficient of X and Y.
- Establish the additive property of independent Poisson variates.
- If the moment generating function of a random variable is compute P(X=2 or X=3).
- Obtain the mean and variance of beta distribution of first kind with parameters m and n.
- Show that if X has uniform distribution defined over [0,1] then -2logx has chi-square distribution with 2 degrees of freedom.
- Let and be independent standard normal variates. Derive the distribution of using the moment generating function method.
- Find the limiting distribution of sample mean based on a sample of size n drawn from normal distribution with given mean and variance.
PART – C
Answer any TWO Questions 2 x 20 =40
- (a) Let and be jointly distributed with density
Find .
(b) Derive the moment generating function of Negative binomial distribution.
- (a) Show that if X and Y are independent Poisson variates with means and then the
conditional distribution of X given X+Y is binomial.
(b) Obtain the distribution of if X and Y are independent exponential variates with
parameter .
- (a) Derive the density function of F- distribution.
(b) Derive the moment generating function of chi-square distribution with n degrees of freedom
and hence find its mean and variance.
- Derive the distribution of sample mean and sample variance based on a sample drawn from
normal distribution. Also prove they are independently distributed.
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