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Given the moment generating function m(t) = e3(e^t-1), find P(X=0), the first and second moments of X, and Var(X).
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3 partsStep-by-step solution
5 stepsThe given moment generating function (MGF) is .
This is the MGF of a Poisson distribution with parameter . The standard MGF for a Poisson distribution is .
By comparing the given MGF with the standard form, we can identify that .
Thus, follows a Poisson distribution with parameter .
For a Poisson distribution :
- The probability mass function is
- The first moment (mean) is
- The second moment is
- The variance is
Part a· 2 steps
Find
Use the Poisson probability mass function with and .
Simplify the expression.
The probability is .
Part b
Find the first and second moments of
Calculate the first moment, .
For a Poisson distribution, .
Calculate the second moment, .
For a Poisson distribution, .
The first moment is and the second moment is .
Part c
Find
Use the formula for variance, .
Using the results from part (b):
Alternatively, for a Poisson distribution, .
The variance is .
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