In: Statistics and Probability
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.
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).