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OLS regression properties

  • The sum of the residuals from the least squares regression line is 0
  • The sum of the squared residuals is a minimum
Minimize ()
  • The simple regression line always passes through the mean of the y variable and the mean of the x variable
  • The least squares coefficients are unbiased estimates of β0 and β1

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