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Indian Institute of Technology Guwahati (IIT-G) 2007 JAM Maths Statistics (M.ScEntrance) - Question Paper

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JAM Maths Statistics (M.Sc. Entrance)
Full ques. Paper in attachment

Mathematical Statistics Paper

2007

IMPORTANT NOTE FOR CANDIDATES

   Attempt ALL the 25 questions.

   Questions 1-15 (objective questions) carry six marks each and questions 16-25 (subjective questions) carry twenty one marks each.

   Write the answers to the objective questions in the Answer Table for Objective Questions provided on page 7 only.

Let the random variable X have binomial distribution with parameters 3 and 6. A test of hypothesis H0 : 6 = 3/4 against H1 : Q = 1/4 rejects H0 if X < 1. Then the test has

1.


(B) size = 5/32, power = 18/32 (D) size = 1/32, power = 31/32


(A) size = 5/32, power = 27/32

(C) size = 15/32, power = 27/32

2. Let X be a random variable having probability density function

axr.

, x > xc x < xn


f(x;x0,a) =


x

0,


then P(Y > 3) is

(C) e~3a


Vxo y


-3a


(D) 1-e


where a > 0, x0 > 0 . If Y = In

v

(A) e~3ax    (B) 1 - e~3ax<>


dimension of the null space of T is (A) 0    (B) 1

(C) 2


(D) 3


Space for rough work

4. Let X1,X2,...,X2n be random variables such that V(Xi) = 4, i = l,2,...,2n and Cov (XitXj) = 3, 1 < i * j < 2n . Then VCX - X2 + X3 - X4 + + X2_1 - X2n ) is

(A) n    (B) 2 n    (C) Sn-2    (D) n +1

5. Let Xx and X2 be independent random variables, each having exponential distribution with parameter X. Then, the conditional distribution of XY given X1 + X2 = 1 is

(A) Exponential with mean 2    (B) Beta with parameters A / 2 and X / 2

(C) Uniform on the interval (0,1)    (D) Gamma with mean 2X

6. Let X1,X2,...,Xn be a random sample from a uniform distribution on the interval (0,0). Then the uniformly minimum variance unbiased estimator (UMVUE) of 0 is

n +1


(A)


(C) 2X


(D) XM


L(n)


(n)


n


(B) X(1) +


Space for rough work

Let A be a 4 x 4 nonsingular matrix and B be the matrix obtained from A by adding to its third row twice the first row. Then det(2 A~lB) equals

(A) 2    (B) 4    (C) 8    (D) 16

Independent trials consisting of rolling a fair die are performed. The probability that

2 appears before 3 or 5 is

<B> i

Let X1,X2,...,X6 be independent random variables such that

P{X, =-l) = P(Xi =l) = i =1,2,3,...,6.

z

1=4

Then P


is


1=1

10. Let 1, x and x2 be the solutions of a second order linear non-homogeneous differential equation on -1 < x < 1. Then its general solution, involving arbitrary constants Cl and C2, can be written as

(A) C1(l-x)+C2(x -x2) + l    (B) Cxx+C2x2 + 1

(C) C1(1 + x) + C2(1 + x2) + 1    (D) Cx+C2x+x2

11. Let

Then

(A) f'(x) is continuous at x = 0

(C) f'( 0) exists

x sin ,    x * 0 x

fix) =


0,    x = 0.

(B)    f"(x) is continuous at x = 0

(D)    f{0) exists


12. Let E and F be two events such that 0 < P(E) < 1 and P(E \ F) + P(E | Fc) = 1. Then (A) E and F are mutually exclusive    (B) P(EC | F) + P(EC |FC)=1

(C) E and F are independent    (D) P(E | F) + P(EC \ Fc) = 1

13. Let X1,X2,...,Xn be a random sample from an exponential distribution with mean 1/A. The maximum likelihood estimator of the median of the distribution is

(A)    (B) X(ln2)    (C)    (D)

ln(2X)


(In 2)    X

. 1. 1 2 + 3 4 + 5- 6 + ...+ (2n) ,

14. lim-:y- -, - equals

yin2 +1 +4n2 -1

(A) -    (B) 1/2    (C) 0    (D)

-1/2


15. By changing the order of integration, the integral

i <>*

J Jf(x,y)dydx

o 1

can be expressed as

1 lny    1 lny

(A) J jf(x,y)dxdy    (B) J f{x,y)dxdy

0 1 0 0

e 1

(C) | f(x,y)dxdy    (D) J j f(x,y)dxdy

11    1 lny

16. (a) Let fix) - x3 + 3x - 2,x e R. Show that the equation f(x) - 0 has only one real root.

Also, find x0 in the interval (0,1) such that the tangent to the curve y = fix) at the point (x0,f(x0)) is parallel to the line joining the points (0,-2) and (1,2).    (9)

(b) Let T : R2 > R3 be a linear transformation with

T(l,l) = (0,0,1) and 7X1,2) = (0,1,1).

Then find the linear transformation T{x,y). Also, find the associated matrix referred to the standard bases.    (12)

17. (a) Find the volume of the solid whose base is the region in the xy -plane that is bounded by the parabola y = 2 - x2 and the line y = x , while the top of the solid is bounded by the plane z = x + 2.    (9)

(b) Find all the values of x for which the series

OO

n+1 n

(-l)n+1x

Z f i

"=i r+,

converges.    (12)

0, x < 0 x + k

, k < x < k + 1, k = 0,1,2

F(x) =


1, * > 3.

Find :

(a)    P(X = j) for all non-negative integers j

(b)    PCX > 2)

(c)    P(-l < X < 1).

Let X1,...,Xn be independent random variables with Xk having normal distribution with mean kd and variance cr2 for k =1,2Find the maximum likelihood estimator of 0 based on X1,Xn . Show that it is an unbiased and consistent estimator of 0. (21)

e-1

P(X -- m,Y = n) =-, m - 0,1,2n = 0,1,2,...

(n -m)\m\2n

Find the marginal probability mass functions of X and Y. Also, find the conditional probability mass function of X given Y = 5, and that of Y given X = 6.    (21)

Let Xl,...,Xn (n > 2) be a random sample from a distribution having the probability mass function

P{X =x) = 0(1 - 6Y, x = 0,1,2,...

n

where 0 < 0 < 1. Show that T = Xt is a complete sufficient statistic. Find the uniformly

i=i

minimum variance unbiased estimator (UMVUE) of 6.    (21)

dy

- + y = g(x), 0 < X < oo; ax

y(0) = 2,


where

3, 0 < x < 7t 12 g(x) =

Icosx, x > n 12.

23. Let X1,X2,X3,... be a sequence of independent and identically distributed random variables each with mean 4 and variance 4. Show that for large n ,

0.5 < P


< 0.9.


(21)


n

16/i - 124n X2iX2i_x < 16n + 12Vra


j=i


An urn contains ten balls of which M (an unknown number) are white. To test the hypothesis H0 : M = 3 against Hx : M = 7, three balls are drawn at random from the urn without replacement. If X is the number of white balls drawn, show that the most powerful test rejects H0 if X > k, where k is a constant. Find the power, if the size of this test is 11/60.    (21)

25. (a) Evaluate the integral JJV* +y )/2 dxdy , where R is the region bounded by the lines

R

y = 0 and y = x , and the arcs of the circles x2 + y2 =1 and x2 + y2 = 2 .    (9)

(b) Let

, (x,y)*(0,0)

3 , 3

x +y


f(x,y) =


0,    (x,y) = (0,0).

Determine whether the function is continuous and differentiable at (0,0).

(12)








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