Suppose X1,X2,….,Xn is a random sample from an exponential distribution with mean λ.If λ1 and λ2 are respectively the maximum likelihood estimators of the mean and the median of the underlying distribution ,then-

a)λ1<λ2

b) λ1=λ2

c) λ1<λ2 and λ1>λ2 both possible

d) λ1>λ2

Somjit Roy Answered question

We have (X1,X2,…..,Xn) IID from Exp(mean= λ). Now λ1 is MLE of the mean that is in case of Exponential setup we have λ1=X bar (Arithmetic mean).

Similarly λ2 is the MLE of the median where median is λln2 that is the MLE of the median is λ2=X bar*ln2.

Since ln2 < 1 we have λ1>λ2 which is option d)

Somjit Roy Answered question