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METHOD AND APPARATUS FOR ESTIMATING TREATMENT EFFECT USING PROPENSITY SCORE RESIDUAL IN LEAST SQUARES REGRESSION ANALYSIS
METHOD AND APPARATUS FOR ESTIMATING TREATMENT EFFECT USING PROPENSITY SCORE RESIDUAL IN LEAST SQUARES REGRESSION ANALYSIS
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机译:最小二乘回归分析中使用倾向得分残差估计治疗效果的方法和装置
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摘要
The present invention relates to a method for estimating a processing effect using a propensity score residual term in a least square regression analysis and an apparatus thereof. According to the present invention, the method comprises the steps of: calculating, by a first residual term calculating unit, a first parameter value and a propensity score on the basis of a processing variable model for a processing variable, and a distribution model for a first error term included in the processing variable model, and calculating a first residual term obtained by subtracting the propensity score from the processing variable; generating, by a second residual term calculating unit, an approximation model applied with a parameter by calculating at least one second parameter value included in the approximation model for a conditional mean value of a result variable on the basis of the first parameter value to apply the same to the approximation model, and calculating a second residual term obtained by subtracting the approximation model applied with the parameter from the result variable; and estimating, by a processing effect estimating unit, a processing effect parameter by which the processing variable affects the result variable on the basis of the first and second residual terms.
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