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GATE 2024 ST – Question 46

Regression Analysis · Regression Inference and Quadratic Forms · 2 marks · Multiple choice

In simple regression with intercept and slope, errors are uncorrelated with mean zero and variance σ²>0. I:a 95% joint confidence region for (β₀,β₁) is bounded by an ellipse. II:Cov(β̂₀,β̂₁) does not involve σ². 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

The official answer is **I only, A**, using the usual normal-theory joint confidence ellipse (or an asymptotic Wald ellipse) for a full-rank design. The covariance is −σ²x̄/S_xx and generally involves σ², so II is false. The printed assumptions specify only second moments, which by themselves do not guarantee the exact finite-sample F-based 95% coverage of that standard ellipse; normality is an additional implicit assumption in the intended construction.

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