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At time 0, a coin that comes up heads with probability p is flipped and falls to the ground. Suppose it lands on heads. At times chosen according to a Poisson process with rate λ, the coin is picked up and flipped. (Between these times, the coin remains on the ground.) What is the probability that the coin is on its head side at timet? Hint: What would be the conditional probability if there were no additional flips by time t, and what would it be if there were additional flips by time t?

Short Answer

Expert verified

The required probability ise-λt+p·1-e-λt

Step by step solution

01

Step 1:Given information

At time 0, a coin that comes up heads with probability p is flipped and falls to the ground. Suppose it lands on heads. At times chosen according to a Poisson process with rate λ, the coin is picked up and flipped. (Between these times, the coin remains on the ground.)

02

Step 2:Explanation

Since we select our times of flipping a coin according to the Poisson process with the rate λ, the number of times that we flip a coin before has distribution Pois (λt). Name that random variable Y. If Y=0, by the definition, the probability that we will finish with Head on is 1 since we do not flip a coin and we are told that we begin with Head. If Y≥1, the probability that we finish with Heads is simply psince it only depends on the final throw. Hence, the probability is

p=P(Head∣Y=0)P(Y=0)+P(Head ∣Y≥1)P(Y≥1)

=e-λt+p·1-e-λt

03

Step 3:Final answer

The required probability ise-λt+p·1-e-λt

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