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An experiment is performed with a coin which has a head on one side and a tail on the other side. The coin is flipped repeate

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Answer #1

(a)

Let Y be the number of heads on X number of flips.

Y | X ~ Binomial(n = X, p = 0.7)

Probability that the coin was flipped six times = Probability of no heads when the coin was flipped six times + Probability of exactly one head when the coin was flipped six times + Probability of exactly one head when the coin was flipped five times * Probability of head when the coin was flipped 6th time

P(X = 6) = P(Y = 0 | X = 6) + P(Y = 1 | X = 6) + P(Y = 1 | X = 5) * 0.7

= \binom{6}{0} * 0.7^0 * 0.3^6 + \binom{6}{1} * 0.7^1 * 0.3^5 + \binom{5}{1} * 0.7^1 * 0.3^4 * 0.7

= 0.3^6 + 6 * 0.7 * 0.3^5+ 5 *0.7^2 * 0.3^4

= 0.03078

(b)

Given that coin was flipped six times, probability that two heads appeared in the six flips

= Probability of exactly one head when the coin was flipped five times * Probability of head when the coin was flipped 6th time / Probability that the coin was flipped six times

= (5 *0.7^2 * 0.3^4) / 0.03078

= 0.6447368

(c)

The support of X is 2, 3, 4, 5, 6 (We need at least 2 flips wo get two heads)

The probability distribution of X is,

P(X = 2) = P(Y = 2 | X = 2) = \binom{2}{2} * 0.7^2 * 0.3^0 = 0.49

P(X = 3) = Probability of exactly one head when the coin was flipped two times * Probability of head when the coin was flipped 3rd time

P(X = 3) = P(Y = 1 | X = 2) * 0.7 = \binom{2}{1} * 0.7^1 * 0.3^1 * 0.7 = 0.294

P(X = 4) = Probability of exactly one head when the coin was flipped three times * Probability of head when the coin was flipped 4th time

P(X = 4) = P(Y = 1 | X = 3) * 0.7 = \binom{3}{1} * 0.7^1 * 0.3^2 * 0.7 = 0.1323

P(X = 5) = Probability of exactly one head when the coin was flipped four times * Probability of head when the coin was flipped 5th time

P(X = 5) = P(Y = 1 | X = 4) * 0.7 = \binom{4}{1} * 0.7^1 * 0.3^3 * 0.7 = 0.05292

The probability dostribution of X is,

X 2 3 4 5 6
P(X) 0.49 0.294 0.1323 0.05292 0.03078

(d)

E(X) = 2 * 0.49 + 3 * 0.294 + 4 * 0.1323 + 5 * 0.05292 + 6 * 0.03078 = 2.84048

(e)

E(X^2) = 2^2 * 0.49 + 3^2 * 0.294 + 4^2 * 0.1323 + 5^2 * 0.05292 + 6^2 * 0.03078 = 9.15388

V(X) = E(X^2) - (E(X))^2= 9.15388 - 2.84048^2 = 1.085553

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