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    MSO 201A / ESO 209: Probability and Statistics

    2012-2013-II Semester

    DIPA-I

    (Discussion of Illustrative Problems and Assignment-I)

    Instructor: Neeraj Misra

    Note:   (i) Abbreviation DP (or AP) against each problem stands for the Discussion

    Problem (or the Assignment Problem).

    (ii) To the extent possible, Discussion Problems will be solved by tutors during the tutorial

    hours. Assignment problems are to be considered as Practice Problems for students.

    Students may discuss these problems with tutors during office hours.

    1. (AP) Let Ω =  {1, 2, 3, 4}. Check which of the following is a sigma-field of subsets

    of Ω:(a) F 1 =  {φ, {1, 2}, {3, 4}}; (b) F 2 =  {φ, Ω, {1}, {2, 3, 4}, {1, 2}, {3, 4}};

    (c) F 3  =  {φ, Ω, {1}, {2}, {1, 2}, {3, 4}, {2, 3, 4}, {1, 3, 4}}.

    2. (AP) Show that a class  A  of subsets of Ω is a sigma-field of subsets of Ω if, and

    only if, the following three conditions are satisfied: (i) Ω  ∈ A; (ii)  A ∈ A ⇒ Ac =

    Ω − A ∈ A; (iii) An ∈ A, n = 1, 2, . . . ⇒ ∩∞

    n=1An ∈ A.

    3. (AP) Let {F λ; λ ∈  Λ} be a collection of sigma-fields of subsets of Ω.

    (a) Show that

    λ∈Λ F λ  is a sigma-field;(b) Using a counter example show that

    λ∈Λ F λ  may not be a sigma-field.

    4. (AP) Let Ω be an infinite set and let  A  =  {A ⊆  Ω : A  is finite or Ac is finite}.

    (a) Show that  A  is closed under complements and finite unions;

    (b) Using a counter example show that A may not be closed under countably infinite

    unions (and hence  A  may not be a sigma-field).

    5. (DP) Let Ω be an uncountable set and let A =  {A ⊆  Ω : A is countable or Ac is countable}.

    (a) Show that  A  is a sigma-field;

    (b) What can you say about  A  when Ω is countable?

    6. (DP) Let F  = P (Ω) = power set of Ω = {0, 1, 2, . . .}. In each of the following cases,

    verify if (Ω, F , P ) is a probability space:

    (a) P (A) =

    x∈A e−λλx/x!, A ∈ F ,  λ > 0;

    (b) P (A) =

    x∈A p(1 − p)x,  A  ∈ F , 0 < p

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    7. (AP) Let (Ω, F , P ) be a probability space and let  A, B,C,D   ∈ F . Suppose that

    P (A) = 0.6, P (B) = 0.5, P (C ) = 0.4, P (A ∩ B) = 0.3, P (A ∩ C ) = 0.2, P (B ∩ C ) =

    0.2, P (A ∩ B ∩ C ) = 0.1, P (B ∩ D) = P (C ∩ D) = 0, P (A ∩ D) = 0.1 and P(D)=0.2.

    Find:(a) P (A ∪ B ∪ C ) and P (Ac ∩ Bc ∩ C c); (b) P ((A ∪ B) ∩ C ) and  P (A ∪ (B ∩ C ));

    (c) P ((Ac ∪ Bc) ∩ C c) and  P ((Ac ∩ Bc) ∪ C c); (d) P (D ∩ B ∩ C ) and  P (A ∩ C  ∩ D);

    (e) P (A ∪ B ∪ D) and P (A ∪ B ∪ C  ∪ D); (f) P ((A ∩ B) ∪ (C  ∩ D)).

    8. (AP) Let (Ω, F , P ) be a probability space and let   A   and   B   be two events (i.e.,

    A, B ∈ F ).

    (a) Show that the probability that exactly one of the events  A  or  B  will occur is

    given by P (A) + P (B) − 2P (A ∩ B);

    (b) Show that P (A ∩ B) − P (A)P (B) = P (A)P (Bc) − P (A ∩ Bc) = P (Ac)P (B) −

    P (Ac ∩ B) = P ((A ∪ B)c) − P (Ac)P (Bc).

    9. (AP) Suppose that   n   (≥   3) persons   P 1, . . . , P  n   are made to stand in a row at

    random. Find the probability that there are exactly r  persons between  P 1  and  P 2;

    here r ∈ {1, 2, . . . , n − 2}.

    10. (DP) A point (X, Y ) is randomly chosen on the unit square   S   =   {(x, y) : 0   ≤

    x   ≤   1, 0   ≤   y   ≤   1}   (i.e., for any region   R   ⊆   S   for which the area is defined,

    the probability that (X, Y ) lies on  R   is  area of   Rarea of   S ). Find the probability that the

    distance from (X, Y ) to the nearest side does not exceed   13   units.

    11. (AP) Three numbers a, b and c are chosen at random and with replacement from the

    set {1, 2, . . . , 6}. Find the probability that the quadratic equation  ax2 + bx + c = 0

    will have real root(s).

    12. (DP) Three numbers are chosen at random from the set  {1, 2, . . . , 50}. Find the

    probability that the chosen numbers are in

    (a) arithmetic progression;

    (b) geometric progression.

    13. (AP) Consider an empty box in which four balls are to be placed (one-by-one)according to the following scheme. A fair die is cast each time and the number of 

    spots on the upper face is noted. If the upper face shows up 2 or 5 spots then a

    white ball is placed in the box. Otherwise a black ball is placed in the box. Given

    that the first ball placed in the box was white find the probability that the box will

    contain exactly two black balls.

    14. (DP) Let ((0, 1], F , P ) be a probability space such that  F  contains all subintervals

    of (0, 1] and  P ((a, b]) = b − a, where 0 ≤  a < b  ≤  1.

    2

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    20. (AP) Let A, B and C  be three events such that  A  and  B  are negatively (positively)

    associated and   B   and   C   are negatively (positively) associated. Can we conclude

    that, in general,  A  and  C  are negatively (positively) associated?

    21. (AP) Let (Ω, F , P ) be a probability space and let   A   and   B   be two events (i.e.,

    A, B ∈ F ). Show that if  A  and  B  are positively (negatively) associated then  A  and

    Bc are negatively (positively) associated.

    22. (DP) A locality has   n   houses numbered 1, . . . , n   and a terrorist is hiding in one

    of these houses. Let   H  j   denote the event that the terrorist is hiding in house

    numbered   j, j   = 1, . . . , n, and let   P (H  j) =   p j   ∈   (0, 1), j   = 1, . . . , n. During a

    search operation, let F  j  denote the event that search of the house number  j  will fail

    to nab the terrorist there and let   P (F  j|H  j) =   r j   ∈   (0, 1), j   = 1, . . . , n. For each

    i, j  ∈ {1, . . . , n}, i =  j, show that  H  j   and  F  j  are negatively associated but  H i  and

    F  j   are positively associated. Interpret these findings.

    23. (AP) Let  A, B  and  C  be three events such that  P (B ∩ C ) >  0. Prove or disprove

    each of the following:

    (a) P (A ∩ B|C ) = P (A|B ∩ C )P (B|C ); (b) P (A ∩ B|C ) = P (A|C )P (B|C ) if  A  and

    B  are independent events.

    24. (DP) A k-out-of-n  system  is a system comprising of  n  components that functions if 

    and only if at least  k   (k  ∈ {1, 2, . . . , n}) of the components function. A 1-out-of-n

    system is called a  parallel system  and an n-out-of-n system is called a series system .Consider n components  C 1, . . . , C  n   that function independently. At any given time

    t  the probability that the component  C i  will be functioning is  pi(t) (∈  (0, 1)) and

    the probability that it will not be functioning at time  t  is 1 − pi(t), i = 1, . . . , n.

    (a) Find the probability that a parallel system comprising of components  C 1, . . . , C  n

    will function at time  t;

    (b) Find the probability that a series system comprising of components  C 1, . . . , C  n

    will function at time  t;

    (c) If  pi(t) =  p(t), i  = 1, . . . , n  find the probability that a  k-out-of-n  system com-

    prising of components  C 1, . . . , C  n  will function at time  t.

    4

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