Moderate

For a biased estimator θˆ of θ, which one is correct_______________?

Correct answer: B. MSE(θˆ)=Var(θˆ)+Bias2

  • A. MSE(θˆ)=SD(θˆ)+Bias
  • B. MSE(θˆ)=Var(θˆ)+Bias2
  • C. MSE(θˆ)=SD(θˆ)+Bias2
  • D. MSE(θˆ)=Var(θˆ)+Bias

Explanation

The mean squared error decomposes into variance plus squared bias: MSE(θ̂)=Var(θ̂)+[Bias(θ̂)]². Bias itself may be positive or negative, so it cannot be added without squaring.

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