In: Statistics and Probability
The lifespan of a system component follows a Weibull distribution with α (unknown) and β=1. (hint: start with confidence interval for μ)
f(x)=αβXβ-1 exp(-αXβ)
a. Derive 98% large sample confidence interval for α.
b. Find maximum likelihood estimator of α.
Answer:
Given Data
The probability density function of lifespan of system component is given by
Here β=1.
which is the pdf of exponential distribution
a) Derive 98% large sample confidence interval for α.
98% confidence interval for α is
Let Y = 2 α x
Let
be the percentile and percentile.
Then b) Find maximum likelihood estimator of α.
MLE of α is -
Likelihood function is given by -
Log . likelihood function is given by-
Differentiating w.r.t α we have ,
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