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GATE 2022 ST – Question 17

Multivariate Analysis · Hotelling Tests and Correlation · 1 mark · Multiple choice

X₁,…,X₂₀ are iid N₆(μ,Σ),Σ nonsingular,μ and Σ unknown. Let X̄=ΣX_i/20 and S=Σ(X_i−X̄)(X_i−X̄)ᵀ/19. I:19S∼Wishart₆(19,Σ). II:(X₃−μ)ᵀS⁻¹(X₃−μ)∼χ²₆. Which hold?

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

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Show answer and explanation

Correct answer: (A) Only I

Explanation

Centering a normal sample removes one degree of freedom,so 19S is Wishart with 19 degrees of freedom,proving I. A χ²₆ quadratic requires whitening by the population covariance Σ;substituting the random S,which also depends on X₃,does not preserve that χ² law. Thus only I holds. **A**.

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