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Two nonparametric methods for multiple regression transform selection are provided. The first, Alternative Conditional Expectations (ACE), is an algorithm to find the fixed point of maximal correlation, i.e. it finds a set of transformed response variables that maximizes R^2 using smoothing functions [see Breiman, L., and J.H. Friedman. 1985. "Estimating Optimal Transformations for Multiple Regression and Correlation". Journal of the American Statistical Association. 80:580-598. <doi:10.1080/01621459.1985.10478157>]. Also included is the Additivity Variance Stabilization (AVAS) method which works better than ACE when correlation is low [see Tibshirani, R.. 1986. "Estimating Transformations for Regression via Additivity and Variance Stabilization". Journal of the American Statistical Association. 83:394-405. <doi:10.1080/01621459.1988.10478610>]. A good introduction to these two methods is in chapter 16 of Frank Harrel's "Regression Modeling Strategies" in the Springer Series in Statistics.

copied from cf-staging / r-acepack
Type Size Name Uploaded Downloads Labels
conda 75.9 kB | linux-ppc64le/r-acepack-1.4.2-r43hcbafff3_1.conda  8 months and 9 days ago 118 main
conda 76.3 kB | linux-ppc64le/r-acepack-1.4.2-r44hcbafff3_1.conda  8 months and 9 days ago 144 main
conda 70.4 kB | win-64/r-acepack-1.4.2-r43hb0f4521_1.conda  8 months and 9 days ago 259 main
conda 71.3 kB | win-64/r-acepack-1.4.2-r44hb0f4521_1.conda  8 months and 9 days ago 261 main
conda 70.4 kB | linux-aarch64/r-acepack-1.4.2-r44hcaa22a9_1.conda  8 months and 9 days ago 204 main
conda 70.0 kB | osx-64/r-acepack-1.4.2-r44h9612530_1.conda  8 months and 9 days ago 176 main
conda 69.6 kB | osx-64/r-acepack-1.4.2-r43h9612530_1.conda  8 months and 9 days ago 182 main
conda 70.5 kB | linux-64/r-acepack-1.4.2-r43hc4980d5_1.conda  8 months and 9 days ago 1007 main
conda 71.0 kB | linux-64/r-acepack-1.4.2-r44hc4980d5_1.conda  8 months and 9 days ago 971 main
conda 69.6 kB | linux-aarch64/r-acepack-1.4.2-r43hcaa22a9_1.conda  8 months and 9 days ago 218 main
conda 75.8 kB | linux-ppc64le/r-acepack-1.4.2-r42ha774786_0.conda  1 year and 6 months ago 126 main
conda 75.8 kB | linux-ppc64le/r-acepack-1.4.2-r43ha774786_0.conda  1 year and 6 months ago 133 main
conda 73.3 kB | win-64/r-acepack-1.4.2-r41he816bda_0.conda  1 year and 6 months ago 380 main
conda 69.4 kB | osx-64/r-acepack-1.4.2-r43hfe07776_0.conda  1 year and 6 months ago 192 main
conda 69.9 kB | osx-64/r-acepack-1.4.2-r42hfe07776_0.conda  1 year and 6 months ago 192 main
conda 69.6 kB | linux-aarch64/r-acepack-1.4.2-r42ha7f1a89_0.conda  1 year and 6 months ago 216 main
conda 69.7 kB | linux-aarch64/r-acepack-1.4.2-r43ha7f1a89_0.conda  1 year and 6 months ago 224 main
conda 70.4 kB | linux-64/r-acepack-1.4.2-r42h61816a4_0.conda  1 year and 6 months ago 1956 main
conda 70.5 kB | linux-64/r-acepack-1.4.2-r43h61816a4_0.conda  1 year and 6 months ago 1494 main

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