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The question describes a fundamental limit theorem in probability theory.
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3 stepsThe question describes a fundamental limit theorem in probability theory.
Identify the given distribution and conditions.
We are given a sequence of random variables such that . This means follows a binomial distribution with trials and probability of success for each trial.
The conditions for convergence are as and for some constant .Recall the relevant limit theorem.
The Poisson limit theorem states that if follows a binomial distribution , and as , such that the product approaches a finite positive constant , then converges in distribution to a Poisson distribution with parameter .
Compare with the given options.
- A. Bernoulli (): A Bernoulli distribution is for a single trial, not a limit of trials.
- B. Degenerate at : A degenerate distribution means the random variable takes a single value with probability 1. This is not the case for the limit of a binomial distribution under these conditions.
- C. Normal (): The normal approximation to the binomial distribution is typically used when is large and is not too close to 0 or 1. Here, , which violates the conditions for a good normal approximation.
- D. Poisson (): This matches the statement of the Poisson limit theorem.
Therefore, converges in distribution to a Poisson distribution with parameter .
The final answer is
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