Relative Importance for Linear Regression in R: The Package relaimpo

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Ulrike Groemping;

Relative importance is a topic that has seen a lot of interest in recent years, particularly in applied work. The R package relaimpo implements six different metrics for assessing relative importance of regressors in the linear model, two of which are recommended - aver... View more
  • References (10)

    Fox J (2002). “Bootstrapping Regression Models.” In “An R and S-PLUS Companion to Applied Regression: A Web Appendix to the Book.”, Sage, Thousand Oaks, CA. URL http: //

    Gro¨mping U (2006). relaimpo: Relative Importance of Regressors in Linear Models. R package version 1.1-1.

    Hesterberg T, Moore DS, Monaghan S, Clipson A, Epstein R (2005). “Bootstrap Methods and Permutation Tests.” In DS Moore, GP McCabe (eds.), “Introduction to the Practice of Statistics,” Freeman, New York.

    Hoffman PJ (1960). “The Paramorphic Representation of Clinical Judgment.” Psychological Bulletin, pp. 116-131.

    Johnson JW, Lebreton JM (2004). “History and Use of Relative Importance Indices in Organizational Research.” Organizational Research Methods, 7, 238-257.

    Lindeman RH, Merenda PF, Gold RZ (1980). Introduction to Bivariate and Multivariate Analysis. Scott, Foresman, Glenview, IL.

    Pratt JW (1987). “Dividing the Indivisible: Using Simple Symmetry to Partition Variance Explained.” In T Pukkila, S Puntanen (eds.), “Proceedings of Second Tampere Conference in Statistics,” pp. 245-260. University of Tampere.

    R Development Core Team (2006). R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing, Vienna, Austria. ISBN 3-900051-07-0, URL http: //

    Silber JH, Rosenbaum PR, Ross RN (1995). “Comparing the Contributions of Groups of Predictors: Which Outcomes Vary with Hospital Rather than Patient Characteristics?” Journal of the American Statistical Association, 90, 7-18.

    Walsh C, Mac Nally R (2005). hier.part: Hierarchical Partitioning. R package version 1.0-1.

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