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单词 least squares
释义
least squares

Mathematics
  • The method of least squares is used to estimate parameters in statistical models such as those that occur in regression. Estimates for the parameters are obtained by minimizing the sum of the squares of the differences between the observed values and the predicted values under the model. For example, suppose that, in a case of linear regression, where Y = α‎ + β‎X + ε‎, there are n paired observations (x1,y1), (x2,y2),…, (xn,yn). Then the method of least squares gives a and b as estimators for α‎ and β‎, where a and b are chosen so as to minimize e(a,b) = ∑ (ykabxk)2. Solving the simultaneous equations ∂e/∂a = 0 = ∂e/b gives

    b=1n(xkx¯)(yky¯)1n(xkx¯)2,

    and a=y¯bx¯, where x¯ and y¯ denote the means of the xk and yk respectively.


Statistics
  • See method of least squares.


Economics
  • A method of estimation of unknown parameters of an econometric (or statistical) model by minimizing the sum of squared differences between the observed values of the variable of interest and the values of this variable predicted by the model. See also Gauss–Markov theorem; generalized least squares estimator; indirect least squares; ordinary least squares; pooled least squares; two-stage least squares; weighted least squares estimator.


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