How to Compute the Mean of a Non-linear Estimator?

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SUMMARY

The discussion focuses on computing the expected value of a non-linear estimator defined as the minimum of N independent samples from a distribution f_X(x;θ). The estimator is represented as \(\hat{\theta}(N) = \min\{ x_i : i=1..N \}\). The solution involves deriving the probability density function (pdf) of the minimum and then calculating the expected value using that pdf. The participant successfully implemented this approach to solve the problem.

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mnb96
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Hi,
let's suppose we are given N statistically independent samples x_1,\ldots,x_n from a certain distribution f_X(x;\theta) depending on a parameter \theta.
We are also given an estimator for \theta defined as follows:

\hat{\theta}}(N) = \min\{ x_i \\ : \\ i=1..N \}

How am I supposed to compute E\{ \hat{\theta}(N) \}?

I tried to apply the definition of mean-value as follows, but I can't go any further:

\int_{\mathbb{R}}\ldots\int_{\mathbb{R}} \min\{ x_1,\ldots,x_N \} \\ f_X(x_1)\ldots f_X(x_N)dx_1\ldots dx_N

Any idea?
 
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Get the pdf of the minimum, and then compute the expected value with respect to that.
 
Thanks.
I did as you suggested and succesfully solved the problem.
 

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