Sample from bernoulli random variable

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Question 1: Assume we have an i.i.d. sample from Bernoulli random variable, specifically X1, X2... ,Xn ~ B (p), which means

f (Xi) = pxi (1 - p)1 - xi, Xi = 0, 1.

In class we showed that

601_Bernoulli random variable.jpg

Is a stationary point for the likelihood for the parameter p. Show p indeed maximizes the likelihood?

(Hint: find the second derivative d2/dp2 log L(p¦X1, ... , Xn), and show that it is negative at p)

Problem 2: Assume the random variable X follows the exponential distribution through the following parameterization of its probability density function

f (x) = Θe -Θx, for x ≥ 0.

If you have and i.i.d sample X1, X2, ... , Xn from this distribution, what is maximum likelihood estimator for Θ?

Reference no: EM13836345

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