Question

In: Statistics and Probability

1) 4 ballpoint pens are selected without replacement at random from a box that contains 2...

1) 4 ballpoint pens are selected without replacement at random from a box that contains 2 blue pens, 3 red pens, and 5 green pens.
If X is the number of blue pens selected and Y is the number of red pens selected

a. Write the “joint probability distribution” of x and y.

b. Find P[(X, Y ) ∈ A], where A is the region
{(x, y)|x + y ≤ 2}.

c. Show that the column and row totals of a Table and give the marginal distribution of X alone and of Y alone

d. Find the conditional distribution of Y, given that X = 1; namely, f (Y|1)=?

e. Use it to determine P(Y = 0 | X = 1).

f. Show that if the random variables X and Y are statistically independent or NOT independent.

Solutions

Expert Solution

A box contains 2 blue pens, 3 red pens and 5 green pens.
There are a total of 2+3+5 = 10 ballpoint pens.
Let X be the random variable denoting number of blue pens selected.
Let Y be the random variable denoting number of red pens selected.
X can take values 0,1,2.
Y can take values 0,1,2,3.
A total of 4 ball pens are chosen.
The bivariate probability distribution is given by:
  
However, x+y <5

  • The joint probability distribution is given by:
    X
    f(x,y) 0 1 2 Total
    0 0.02381 0.095238 0.047619 0.166667
    1 0.142857 0.285714 0.071429 0.5
    Y 2 0.142857 0.142857 0.014286 0.3
    3 0.02381 0.009524 0 0.033333
    Total 0.333333 0.533333 0.133333 1









  • It is known that the marginal distribution of X,


    It is seen that sum of the row (of Total) is 1. The sum of the column (of Total) is 1.
    And, ,
    Hence the row total and column total of the table give the marginal distribution if X alone and Y alone respectively.

  • The conditional distribution of Y given X = 1.
    Y P(X=1)
    0 0.095238 0.533333 0.178571
    1 0.285714 0.533333 0.535714
    2 0.142857 0.533333 0.267857
    3 0.009524 0.533333 0.017857
    Total 1

    Note that,


  • P(Y = 0|X=1) from the table is 0.178571.


  • For X and Y to be statistically independant,


    However, from the table,



    Hence, X and Y are statistically dependant.

I hope this clarifies your doubt. If you're satisfied with the solution, hit the Like button. For further clarification, comment below. Thank You. :)


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