The GATE Grind

GATE 2022 ST – Question 13

Estimation · Point Estimation and Consistency · 1 mark · Multiple choice

S² is the sample variance with divisor n−1 from n>1 iid normal observations with unknown μ and σ²>0. I:S² is unbiased for σ² and S is unbiased for σ. II:((n−1)/n)S² is the MLE of σ² and √((n−1)/n)S is the MLE of σ. Which hold?

  1. Only I
  2. Only II
  3. Both I and II
  4. Neither I nor II

Practise this question in The GATE Grind →

Show answer and explanation

Correct answer: (B) Only II

Explanation

S² is unbiased,but strict concavity of the square root gives E S<√(E S²)=σ,so I is false. Normal likelihood gives the variance MLE Σ(X_i−X̄)²/n=((n−1)/n)S². Invariance gives its positive square root as the σ MLE. Thus **B**.

More Point Estimation and Consistency questions

All Point Estimation and Consistency questions →