Question

In: Statistics and Probability

An urn contains five black marbles and one orange marbles. Four marbles are drawn out one...

An urn contains five black marbles and one orange marbles. Four marbles are drawn out one at a time. For each marble, if it is black the marble is set aside, but if it is orange it is returned to the urn before the next marble is drawn. Let X be the number of black marbles drawn from the urn. Find the probability distribution for X and find the expectation value and variance of X

Solutions

Expert Solution

Number of black marble = 5.

Number of orange marble = 1.

Total number of marbles = 6.

We have to draw four marble one each at a time .

We draw orange marble with replacement ( i.e Orange marble replaced back to the urn before the next draw.)

and we draw black marbles without replacement ( i.e. Black marble does not replaced back to the urn before the next draw.

Consider the outcomes

O : Orange and B : Black.

The Possible outcomes ( sample space) is

S = { OOOO, OOOB, OOBO, OBOO, BOOO, OOBB, OBOB, OBBO, BOOB, BOBO, BBOO, OBBB, BOBB, BBOB, BBBO, BBBB }

Outcomes Probability Number of Black Marbles
OOOO (1/6)*(1/6)*(1/6)*(1/6)= 1/ 1296 0
OOOB (1/6)*(1/6)*(1/6)*(5/6) = 5 /1296 1
OOBO (1/6)*(1/6)*(5/6)*(1/5) = 1/216 1
OBOO (1/6) *(5/6) * (1/5) * (1/5) =1/180 1
BOOO (5/6) * (1/5) * (1/5) * (1/5) = 1/150 1
OOBB (1/6)*(1/6) *(5/6) *(4/5)=4/216 2
OBOB (1/6)*(5/6)*(1/5)*(4/5) = 4 / 180 2
OBBO (1/6) * (5/6) * (4/5) * (1/4) =1/36 2
BOBO (5/6) * (1/5) * (4/5) * (1/4)= 1/30 2
BOOB (5/6) * ( 1/5) * (1/5) * (4/5) = 4/150 2
BBOO (5/6) * ( 4/5) * (1/4) * (1/4) =1/24 2
OBBB (1/6) * (5/6) * (4/5) * (3/4) = 3/36 3
BOBB (5/6) * (1/5) * (4/5) * (3/4) = 3/30 3
BBOB (5/6)*(4/5)*(1/4) * (3/4) = 3/24 3
BBBO (5/6) * (4/5) * (3/4) * (1/3) = 1/6 3
BBBB (5/6) * (4/5) * (3/4) * ( 2/3) = 1/3 4

Let X denotes the number of black marbles

X takes values 0,1, 2, 3 ,4.

P ( X =0) = 1/1296 = 0.000772.

P(X=1 ) = (5/1296) + ( 1/216) + ( 1/180) + ( 1/150) = 0.02071

P(X=2) = (4 / 216)+ ( 4 / 180) + (1/36) + ( 1/30 ) + (4/150) + ( 1/ 24)=0.170185

P(X=3) = ( 3/36 ) + ( 3/30 ) + ( 3/24 ) + ( 1/3) = 0.475000

P(X=4) = 1/3 = 0.333333

Hence the probability distribution of X is

x Probability x*p x^2*p
0 0.0008 0.0000 0.0000
1 0.0207 0.0207 0.0207
2 0.1702 0.3404 0.6807
3 0.4750 1.4250 4.2750
4 0.3333 1.3333 5.3333
Total 1.000000 3.119412 10.309778

Expected value of X =3.1194

Variance of X

Variance of X = 0.579122


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