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GATE 2023 ST – Question 48

Multivariate Analysis · Hotelling Tests and Correlation · 2 marks · Multiple choice

X₁,…,X₁₀ are iid N₃(μ,Σ),μ and nonsingular Σ unknown. Split into groups of five. Let X̄₁,X̄₂ be the group means and S₁,S₂ their covariance matrices with divisor 4. Which statement is NOT true? Write Q=(X̄₁−μ)ᵀS₁⁻¹(X̄₁−μ).

  1. (5/6)Q∼F_(3,2)
  2. 6/(5Q)∼F_(2,3)
  3. 4(S₁+S₂) is Wishart of order 3 with 8 degrees of freedom.
  4. 5(S₁+S₂) is Wishart of order 3 with 10 degrees of freedom.

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Correct answer: (D) 5(S₁+S₂) is Wishart of order 3 with 10 degrees of freedom.

Explanation

Hotelling’s formula with n=5,p=3 gives [(5−3)/(3·4)]·5Q=(5/6)Q∼F₃,₂; reciprocation proves B. Each 4S_j∼Wishart₃(Σ,4),independently,so their sum is Wishart₃(Σ,8). Rescaling cannot turn the degrees of freedom into 10. **D**.

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