4.7 Article

Bootstrapping R2 and adjusted R2 in regression analysis

Journal

ECONOMIC MODELLING
Volume 17, Issue 4, Pages 473-483

Publisher

ELSEVIER SCIENCE BV
DOI: 10.1016/S0264-9993(99)00034-6

Keywords

adjusted R-2; bootstrap; confidence interval; precision; R-2

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In this paper, using the bootstrap method, we consider to estimate the standard errors of R-2 and (R) over bar (2) which are measures of their precision, and to construct their confidence intervals. It is shown by Monte Carlo experiments that the bootstrap standard errors are considerably accurate estimates of the exact ones. It is also shown that although the bootstrap 95% confidence interval of R-2 do not include the true value of the parent coefficient of determination in some particular cases, such a phenomenon does not occur when (R) over bar (2) is used. (C) 2000 Elsevier Science B.V. All rights reserved. JEL classifications: C15; C20.

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