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marishachu
2 months ago
11

There are two misshapen coins in a box; their probabilities for landing on heads when they are flipped are, respectively, .4 and

.7. One of the coins is to be randomly chosen and flipped 10 times. Given that two of the first three flips landed on heads, what is the conditional expected number of heads in the 10 flips?
Mathematics
1 answer:
Inessa [12.5K]2 months ago
6 0

Answer:

E(X) = 6.0706

Step-by-step explanation:

1) Define variables

X = a random variable representing the count of heads in the first 10 tosses

Y = a random variable indicating the number of heads in tosses 4 through 10

We define the following events:

a= The event where the first coin is chosen

b= The event of selecting the second coin

c= The event of getting 2 Heads in the first two tosses

2) Relevant formulas

We need to determine E(X|c) =?

Using the total probability law helps in calculating E(Y)

E(Y) = E(Y|a) P(a|c) + E(Y|b) P(b|c)....(1)

To find P(a|c) through Bayes’ Theorem yields:

P(a|c) = P(c|a) P(a) / P(c)...(2)

Substituting P(c) via total probability gives us:

P(a|c) = [P(c|a) P(a)] /[P(c|a) P(a) + P(c|b) P(b)]... (3)

The necessary probabilities can be established:

P(a) = P(b) = 0.5

P(c|a) = (3C2) (0.4^2) (0.6) = 0.288

P(c|b) = (3C2)(0.7^2) (0.3) = 0.441

Substituting values into P(a|c) gives:

P(a|c) = (0.288 x 0.5) /(0.288x 0.5 + 0.441x0.5) = 0.144/ 0.3645 = 0.39506

As P(a|c) + P(b|c) = 1, we find P(b|c) = 1 - P(a|c) = 1-0.39506 = 0.60494

Next, we calculate the expected values

E(Y|a) = 7x 0.4 = 2.8

E(Y|b) = 7x 0.7 = 4.9

Finally, substituting in equation (1) gives us

E(Y|c) = 2.8x 0.39506 + 4.9x0.60494 = 4.0706

Therefore:

E(X|c) = 2+ E(Y|c) = 2+ 4.0706 = 6.0706

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