The GATE Grind

GATE 2024 ST – Question 45

Multivariate Analysis · Multivariate Normal and Wishart Distributions · 2 marks · Multiple choice

For 25 iid N₃(μ,Σ) observations,Σ nonsingular, let S=Σⱼ₌₁²⁵(X_j−X̄)(X_j−X̄)ᵀ/24 and $B=\begin{pmatrix}1&2&3\\-1&0&1\end{pmatrix}$. Which describes 24BSBᵀ?

  1. Wishart of order 3,24 degrees of freedom
  2. Wishart of order 2,25 degrees of freedom
  3. Wishart of order 2,24 degrees of freedom
  4. Wishart of order 3,25 degrees of freedom

Practise this question in The GATE Grind →

Show answer and explanation

Correct answer: (C) Wishart of order 2,24 degrees of freedom

Explanation

The sample scatter 24S~W₃(Σ,24). Under the rank-two linear transform B, B(24S)Bᵀ~W₂(BΣBᵀ,24). Order equals the transformed vector dimension 2, and centering uses one sample degree of freedom, leaving 24. **C**.

More Multivariate Normal and Wishart Distributions questions

All Multivariate Normal and Wishart Distributions questions →