95% Confidence Interval for lambda. Consider a random sample X_1,X_2,..,X_n from a variable with density function f_X(x)=2 lambda pi xe^{-lambda pi x^2}x>0. A useful estimator of lambda is hatlambda=n/(pi sum_{i=1}^n X_1^2). Derive a 95% confidence interval for lambda (a hint is provided suggesting to consider the distribution of lambda/hatlambda).

Jazmyn Pugh

Jazmyn Pugh

Answered question

2022-09-20

95% Confidence Interval for λ
Consider a random sample X 1 , X 2 , . . , X n from a variable with density function
f X ( x ) = 2 λ π x e λ π x 2               x > 0
A useful estimator of λ is
λ ^ = n π i = 1 n X 1 2
Derive a 95% confidence interval for λ (a hint is provided suggesting to consider the distribution of λ λ ^ ) .).

Answer & Explanation

Abram Jacobson

Abram Jacobson

Beginner2022-09-21Added 8 answers

Step 1
You can take the corresponding quantiles for the Gamma distribution and proceed similarly as if the distribution was normal - let Z be Gamma distributed.
Step 2
Then you have:
P ( Z ( q α 2 , q 1 α 2 ) ) = 1 α
where q α 2 , q 1 α 2 are the corresponding quantiles

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