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In: Statistics and Probability

Problem 5-4: In a binomial distribution, n = 12 and π = .60. Find the following...

Problem 5-4: In a binomial distribution, n = 12 and π = .60. Find the following probabilities.

  1. x = 5.
  2. x ≤ 5.
  3. x ≥ 6.

Assume a binomial distribution where n = 5 and π = .30.

  1. Determine the mean and standard deviation of the distribution from the general definitions of the formulas or template.

Solutions

Expert Solution

Solution:

Problem 5-4: In a binomial distribution, n = 12 and π = .60.

Using binomial probability formula ,

P(X = x) = (n C x) * πx * (1 - π)n - x ; x = 0 ,1 , 2 , ....., n

a)

P(X = 5) = (12C 5) * 0.605 * (1 - 0.60)12 - 5 = 0.10090237133

P(X = 5) = 0.10090237133

b)

P(X 5 )

=   P(X=0) + P(X=1) + P(X=2) + P(X=3) +  P(X = 4) + P(X = 5)

= (12C 0) * 0.600 * (1 - 0.60)12 - 0 + (12C 1) * 0.601 * (1 - 0.60)12 - 1 +(12C 2) * 0.602 * (1 - 0.60)12 - 2 +(12C 3) * 0.603 * (1 - 0.60)12 - 3 +(12C 4) * 0.604 * (1 - 0.60)12 - 4 +(12C 5) * 0.605 * (1 - 0.60)12 -5

=  0.00001677722+0.00030198989+0.00249141658+0.01245708288+0.04204265472+0.10090237

=  0.15821229261

P(X 5 ) = 0.15821229261

c)

P(X    6)

= 1 - P(X < 6)

= 1 - { P(X=0) + P(X=1) + P(X=2) + P(X=3) +  P(X = 4) + P(X = 5) }

= 1- {(12C 0) * 0.600 * (1 - 0.60)12 - 0 + (12C 1) * 0.601 * (1 - 0.60)12 - 1 +(12C 2) * 0.602 * (1 - 0.60)12 - 2 +(12C 3) * 0.603 * (1 - 0.60)12 - 3 +(12C 4) * 0.604 * (1 - 0.60)12 - 4 +(12C 5) * 0.605 * (1 - 0.60)12 -5 }

= 1 - {0.15821229261}

= 0.84178770739

P(X    6) =  0.84178770739

Question :

Assume a binomial distribution where n = 5 and π = .30.

Determine the mean and standard deviation of the distribution from the general definitions of the formulas or template.

Mean = = n * π = 5 * 0.30 = 1.5

Mean = 1.5

Standard deviation = = [n *π * (1 - π )] = [5 * 0.30 (1 - 0.30) = 1.05 = 1.0247

Standard deviation = 1.0247


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