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A Shapley-based decomposition of the R-Square of a linear regression
Authors:Osnat Israeli
Affiliation:(1) Department of Economics, Ashkelon Academic College, 78211 Ashkelon, Israel
Abstract:This note suggests a new way of determining the exact contributions of the explanatory variables to the R-Square of a linear regression. The proposed methodology combines the so-called Shapley approach (Chantreuil and Trannoy, Inequality decomposition values: the trade-off between marginality and consistency. THEMA Discussion Paper, Université de Cergy-Pontoise, France 1999; Shorrocks, Decomposition Procedures for Distributional Analysis: A Unified Framework Based on the Shapley Value (mimeo), University of Essex, 1999) with the Fields (Res. Labor Econ., 22:1–38, 2003) decomposition.
Keywords:inequality decomposition   R-Square  Shapley value
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