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Consider n independent trials, each of which results in one of the outcomes 1,...,kwith respective probabilities p1,…,pk,∑i=1kpi=1Show that if all the pi are small, then the probability that no trial outcome occurs more than once is approximately equal toexp(-n(n-1)∑ipi2/2).

Short Answer

Expert verified

The probability that there will not be such a pair isexp-n(n-1)2·∑j=1kpj2.

Step by step solution

01

Given information

Consider nindependent trials, each of which results in one of the outcomes 1,...,k with respective probabilitiesp1,…,pk,∑i=1kpi=1.

02

Explanation

For the opening, consider only two trials. Because of the independence, the probability that in these two trials we will get the exact results is simply

p=∑j=1kpj2

Now, let's look at all possible pairs of ntrials. There exist n2=n(n-1)2such combinations.

The probability that each pair has the property that they have the same outcome is p.

Define Xas the random variable that marks the number of pairs that have the same outcome. Use the Poisson property to obtain that Xhas approximately Pois(λ)distribution, where

λ=n2×p=n(n-1)2·∑j=1kpj2

Hence, the probability that there will not be such a pair is

P(X=0)=exp(-λ)=exp-n(n-1)2·∑j=1kpj2

Which had to be shown.

03

Final answer

The probability that there will not be such a pair is P(X=0)=exp(-λ)=exp-n(n-1)2·∑j=1kpj2

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