MATH2801 Theory of Statistics Semester 1 2018
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Semester 1 2018
MATH2801
Theory of Statistics
1. [15 marks]Answe_r this question in a separate book
a) [7 marks] Let A and B be two events in some sample space, with P(A) > 0 and P(B) > 0.
i) [3 marks] Show that, if A and B are independent, they cannot be mutually exclusive.
ii) [2 marks] Show that, if A and Bare mutually exclusive, they cannot be independent.
iii) [2 marks] Suppose now that A and B are mutually exclusive.
Show that
P(AJA U B) = P(A) + P(B)
b) [8 marks]
Let X and Y be random variables with joint density function
fx,Y = xy, Q < X < 2, 0<y<L
i) [2 marks] Determine the marginal density fx(x).
ii) [4 marks] Set U = 2X and V = Y2 . Determine the joint density function fu,v(u, v).
iii) [2 marks] Compute P(U 是' V ½)-
2. [15 marks]Answer this question in a separate book
a) [6 marks] Let X ~ N(O, 1) and Y ~ N(O, 1) be two independent standard normal random variables and set W = X + Y.
i) [4 marks] Using the moment generating functions mx(u) and my(u), determine the moment generating function mw(u) .
ii) [2 marks] Hence, or otherwise, deduce that
W ~ N(O, 2).
b) [9 marks] Let X1, X2, ... , Xn be a random sample from a random vari able X with JE(X) =µand Var(X) = CT2 < oo. Let Xn = ¾ I::t=1 Xi.
i) Using properties of expectations, show that JE(Xn) = µ .
ii) Using properties of expectations, show that Var(Xn ) = 号.
iii) Use Chebychev's inequality to prove that Xn is a consistent estimator of µ, that is, to show that
3. [15 marks]Answer this question in a separate book
a) [7 marks]
i) [2 marks] State the Central Limit theorem in one of the forms given
in lectures.
ii) [5 marks] Let X1, X2, ... , X48 be i.i.d Uniform(0,1) random vari ables, and set
- 1 i=48
Using the Central Limit Theorem, compute P(X > 0.55).
Express your answer in terms of the <p function.
In your answer include a sketch of a suitable curve with a shaded area corresponding to this probability.
b) [8 marks] A chewing gum manufacturer claims that the gum is produced with average thickness of 7.5 one-hundredths of an inch. This claim is routinely checked by randomly checking 10 pieces of gum from each production run and measuring their thicknesses.
One such sample of thicknesses is
{7.65, 7.60, 7.65, 7.70, 7.55, 7.55, 7.4, 7.4, 7.5, 7.5},
with sample mean of 7.5500 and a sample standard deviation of 0.1027. Use the graphs and quantiles on the next page when answering this ques tion.
i) [3 marks] Compute a 90% confidence interval for the mean thickness of the chewing gum.
ii) [3 marks] Explain what assumption or assumptions you need to make to compute the confidence interval. If possible, explain whether your assumptions are plausible.
iii) [2 marks] Explain in a sentence what the manufacturer can con
clude about whether the average thickness of gum is 7.5 one-hundredths of an inch.
2022-08-11