Question

In: Statistics and Probability

8. For each of the following, identify the distribution based on the MGF. Be sure to...

8. For each of the following, identify the distribution based on the MGF. Be sure to specify name of distribution and value(s) of parameter(s).

(a) MX(t) = (0.3 + 0.7 e t ) 9 , t ∈ (−∞,∞).

(b) MX(t) = 0.8 e t + 0.2, t ∈ (−∞,∞).

(c) MX(t) = e 9(e t−1), t ∈ (−∞,∞).

(d) MX(t) = 0.75e t 1−0.25e t , t < − ln 0.25.

(e) MX(t) = 0.4e t 1−0.6e t 20, t < − ln 0.6.

Solutions

Expert Solution

Answer:

Given that,

For each of the following, identify the distribution based on the MGF. Be sure to specify name of distribution and value(s) of parameter(s).

(a).

, t ∈ (−∞,∞)

Let p=0.7, q=1-0.7=0.3, n=9

The Standard is of form,

Which is M.G.F of Binomial of distribution with parameters n & p.

i.e, X Binomail(n,p) or X Binomial (9,0.7).

(b).

, t ∈ (−∞,∞).

Here, q=0.2, p=0.8

then,

Which is M.G.F of Binomial of distribution with parameters n & p.

i.e, X Binomail(n,p) or X Binomial (1,0.8)

(c).

, t ∈ (−∞,∞).

Which is the form of

Comparing both equation =9.

Which is M.G.F of Poisson of distribution with parameters .

i.e, X Poisson() or X Poisson (9).

(d).

, t < − ln 0.25.

It is the form of

Where p=0.75 and q=1-p=1-0.75=0.25

Which is the M.G.F of geometric (p) then, X Geo (0.75).

(e).

, t < − ln 0.6.

Let r=2, p=0.6

Then, the M.G.F of negative Binomial is

then X Negative Binomial(2,0.6).


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