gamclass: Functions and Data for a Course on Modern Regression and Classification

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Functions and data are provided that support a course that emphasizes statistical issues of inference and generalizability. Attention is restricted to a relatively small number of methods, often (misleadingly in my view) referred to as algorithms.

Author
John Maindonald
Date of publication
2015-08-20 10:39:49
Maintainer
John Maindonald <john.maindonald@anu.edu.au>
License
GPL (>= 2)
Version
0.56

View on CRAN

Man pages

addhlines
Add horizontal lines to plot.
airAccs
Aircraft Crash data
bssBYcut
Between group SS for 'y', for all possible splits on values...
compareModels
Compare accuracy of alternative classification methods
cvalues
Historical speed of light measurements
CVcluster
Cross-validation estimate of predictive accuracy for...
CVgam
Cross-validation estimate of accuracy from GAM model fit
eventCounts
Tabulate vector of dates by specified time event
FARS
US fatal road accident data for automobiles, 1998 to 2010
fars2007
US fatal road accident data, 2007 and 2008
FARSmiss
Summary information on records omitted from the 'FARS'...
gamRF
Random forest fit to residuals from GAM model
german
German credit scoring data
loti
Global temperature anomalies
matchedPairs
Collect together driver and right seat passenger information,...
modregR-package
Functions and Data for a Course in Modern Regression
plotFars
Extract from 'FARS' data set the ratio of ratios estimate of...
RFcluster
Random forests estimate of predictive accuracy for clustered...
simreg
Simulate (repeated) regression calculations
tabFarsDead
Extract ratio of ratios estimate of safety device...

Files in this package

gamclass
gamclass/inst
gamclass/inst/doc
gamclass/inst/doc/figs4.Rnw
gamclass/inst/doc/figs8.R
gamclass/inst/doc/figs11.R
gamclass/inst/doc/figs6.Rnw
gamclass/inst/doc/figs9.R
gamclass/inst/doc/figs6.R
gamclass/inst/doc/figs5.pdf
gamclass/inst/doc/figs3.R
gamclass/inst/doc/figs2.R
gamclass/inst/doc/figs7.Rnw
gamclass/inst/doc/figs3.Rnw
gamclass/inst/doc/figs10.Rnw
gamclass/inst/doc/figs5.Rnw
gamclass/inst/doc/figs1.pdf
gamclass/inst/doc/figs1.Rnw
gamclass/inst/doc/figs1.R
gamclass/inst/doc/figs4.pdf
gamclass/inst/doc/figs9.Rnw
gamclass/inst/doc/figs7.pdf
gamclass/inst/doc/figs3.pdf
gamclass/inst/doc/figs8.pdf
gamclass/inst/doc/figs2.pdf
gamclass/inst/doc/figs9.pdf
gamclass/inst/doc/figs6.pdf
gamclass/inst/doc/figs10.R
gamclass/inst/doc/figs4.R
gamclass/inst/doc/figs11.pdf
gamclass/inst/doc/figs8.Rnw
gamclass/inst/doc/figs7.R
gamclass/inst/doc/figs11.Rnw
gamclass/inst/doc/figs10.pdf
gamclass/inst/doc/figs5.R
gamclass/inst/doc/figs2.Rnw
gamclass/NAMESPACE
gamclass/NEWS
gamclass/data
gamclass/data/fars2007.RData
gamclass/data/cvalues.rda
gamclass/data/FARSmiss.rda
gamclass/data/german.rda
gamclass/data/airAccs.rda
gamclass/data/datalist
gamclass/data/loti.rda
gamclass/data/FARS.rda
gamclass/data/fars2008.RData
gamclass/R
gamclass/R/gamRF.R
gamclass/R/bootreg.R
gamclass/R/CVgam.R
gamclass/R/compareModels.R
gamclass/R/bssBYcut.R
gamclass/R/eventCounts.R
gamclass/R/simreg.R
gamclass/R/matchedPairs.R
gamclass/R/addhlines.R
gamclass/R/CVcluster.R
gamclass/R/plotFars.R
gamclass/R/tabFarsDead.R
gamclass/R/RFcluster.R
gamclass/vignettes
gamclass/vignettes/figs4-concordance.tex
gamclass/vignettes/figs4.Rnw
gamclass/vignettes/figs7-concordance.tex
gamclass/vignettes/figs6.Rnw
gamclass/vignettes/figs9-concordance.tex
gamclass/vignettes/figs7.Rnw
gamclass/vignettes/figs5-concordance.tex
gamclass/vignettes/figs3.Rnw
gamclass/vignettes/figs3-concordance.tex
gamclass/vignettes/figs6-concordance.tex
gamclass/vignettes/figs1-concordance.tex
gamclass/vignettes/figs10.Rnw
gamclass/vignettes/figs2-concordance.tex
gamclass/vignettes/figs5.Rnw
gamclass/vignettes/figs8-concordance.tex
gamclass/vignettes/figs1.Rnw
gamclass/vignettes/figs9.Rnw
gamclass/vignettes/figs10-concordance.tex
gamclass/vignettes/figs
gamclass/vignettes/figs/gam-fig6_14x.pdf
gamclass/vignettes/figs/key-fig1_10x-1.pdf
gamclass/vignettes/figs/gam-fig7_4x-1.pdf
gamclass/vignettes/figs/class-fig7_4x.pdf
gamclass/vignettes/figs/infer-fig3_12x-1.pdf
gamclass/vignettes/figs/glm-fig5_6x.pdf
gamclass/vignettes/figs/lims-fig2_5x-1.pdf
gamclass/vignettes/figs/glm-fig5_4x1.pdf
gamclass/vignettes/figs/ord-fig11_2x-1.pdf
gamclass/vignettes/figs/infer-fig3_7x-1.pdf
gamclass/vignettes/figs/glm-fig5_1x.pdf
gamclass/vignettes/figs/gam-fig7_2x-1.pdf
gamclass/vignettes/figs/reg-fig4_5x.pdf
gamclass/vignettes/figs/key-fig1_3x-1.pdf
gamclass/vignettes/figs/gam-fig6_4x-1.pdf
gamclass/vignettes/figs/glm-fig5_4x.pdf
gamclass/vignettes/figs/gam-fig6_11x.pdf
gamclass/vignettes/figs/reg-fig4_17x-1.pdf
gamclass/vignettes/figs/gam-fig6_7x-1.pdf
gamclass/vignettes/figs/tree-Car90-loosen-1.pdf
gamclass/vignettes/figs/infer-fig3_16x.pdf
gamclass/vignettes/figs/gam-fig6_2x-1.pdf
gamclass/vignettes/figs/gam-fig6_10Bx-1.pdf
gamclass/vignettes/figs/tree-bss-plot-1.pdf
gamclass/vignettes/figs/gam-fig6_3x.pdf
gamclass/vignettes/figs/reg-fig4_11x.pdf
gamclass/vignettes/figs/gam-fig6_9x.pdf
gamclass/vignettes/figs/gam-fig6_11x1.pdf
gamclass/vignettes/figs/gam-fig6_3x-1.pdf
gamclass/vignettes/figs/key-fig1_1x-1.pdf
gamclass/vignettes/figs/class-fig9_2x-1.pdf
gamclass/vignettes/figs/infer-fig3_16x-1.pdf
gamclass/vignettes/figs/class-fig9_1x-1.pdf
gamclass/vignettes/figs/tree-car90-plot12-2.pdf
gamclass/vignettes/figs/gam-fig6_12x.pdf
gamclass/vignettes/figs/gam-fig7_6x-1.pdf
gamclass/vignettes/figs/gam-fig6_5x-1.pdf
gamclass/vignettes/figs/reg-fig4_17x.pdf
gamclass/vignettes/figs/key-fig1_18x-1.pdf
gamclass/vignettes/figs/class-fig7_7x.pdf
gamclass/vignettes/figs/gam-fig6_8x.pdf
gamclass/vignettes/figs/key-fig1_14x-1.pdf
gamclass/vignettes/figs/infer-fig3_13x-2.pdf
gamclass/vignettes/figs/ord-fig9_1x.pdf
gamclass/vignettes/figs/gam-fig6_2x.pdf
gamclass/vignettes/figs/tree-car90-plot12-1.pdf
gamclass/vignettes/figs/gam-fig6_12x-1.pdf
gamclass/vignettes/figs/class-fig9_11x-1.pdf
gamclass/vignettes/figs/class-fig9_4x-1.pdf
gamclass/vignettes/figs/infer-fig3_10x-1.pdf
gamclass/vignettes/figs/reg-fig4_1x.pdf
gamclass/vignettes/figs/gam-fig6_6x-1.pdf
gamclass/vignettes/figs/reg-fig4_3x-1.pdf
gamclass/vignettes/figs/infer-fig3_2x-1.pdf
gamclass/vignettes/figs/gam-fig6_16x.pdf
gamclass/vignettes/figs/ord-fig11_1x-1.pdf
gamclass/vignettes/figs/gam-fig6_17x.pdf
gamclass/vignettes/figs/reg-fig4_12x-1.pdf
gamclass/vignettes/figs/gam-fig6_14x-1.pdf
gamclass/vignettes/figs/infer-fig3_11x.pdf
gamclass/vignettes/figs/gam-fig6_11x2.pdf
gamclass/vignettes/figs/infer-fig3_14x-1.pdf
gamclass/vignettes/figs/reg-fig4_3x.pdf
gamclass/vignettes/figs/key-fig1_2ABx-2.pdf
gamclass/vignettes/figs/lims-fig2_7x-1.pdf
gamclass/vignettes/figs/reg-fig4_2x-1.pdf
gamclass/vignettes/figs/key-fig1_20x-1.pdf
gamclass/vignettes/figs/lims-fig2_6x-1.pdf
gamclass/vignettes/figs/class-fig7_11x.pdf
gamclass/vignettes/figs/reg-fig4_12x.pdf
gamclass/vignettes/figs/infer-fig3_6x-1.pdf
gamclass/vignettes/figs/lims-fig2_6x.pdf
gamclass/vignettes/figs/infer-fig3_1x.pdf
gamclass/vignettes/figs/lims-fig2_3x-1.pdf
gamclass/vignettes/figs/key-fig1_16x-1.pdf
gamclass/vignettes/figs/infer-fig3_9x-1.pdf
gamclass/vignettes/figs/gam-fig6_14x-2.pdf
gamclass/vignettes/figs/infer-fig3_1x-1.pdf
gamclass/vignettes/figs/gam-fig6_18x.pdf
gamclass/vignettes/figs/gam-fig6_4x.pdf
gamclass/vignettes/figs/infer-fig3_2x.pdf
gamclass/vignettes/figs/tree-Car90-loosen-2.pdf
gamclass/vignettes/figs/reg-fig4_8x-1.pdf
gamclass/vignettes/figs/reg-fig4_7x-1.pdf
gamclass/vignettes/figs/reg-fig4_4x-1.pdf
gamclass/vignettes/figs/reg-fig4_1x-1.pdf
gamclass/vignettes/figs/key-fig1_12x-1.pdf
gamclass/vignettes/figs/class-fig7_3x.pdf
gamclass/vignettes/figs/infer-fig3_5x-1.pdf
gamclass/vignettes/figs/tree-car90x-plotcp-1.pdf
gamclass/vignettes/figs/class-fig7_1x.pdf
gamclass/vignettes/figs/tree-cf-models-rfgam-1.pdf
gamclass/vignettes/figs/infer-fig3_7x.pdf
gamclass/vignettes/figs/class-fig7_9x.pdf
gamclass/vignettes/figs/gam-fig6_10Bx.pdf
gamclass/vignettes/figs/infer-fig3_11x-1.pdf
gamclass/vignettes/figs/infer-fig3_15x-1.pdf
gamclass/vignettes/figs/reg-fig4_6x.pdf
gamclass/vignettes/figs/gam-fig7_3x-1.pdf
gamclass/vignettes/figs/reg-fig4_11x-1.pdf
gamclass/vignettes/figs/glm-fig5_3x.pdf
gamclass/vignettes/figs/key-fig1_5x-1.pdf
gamclass/vignettes/figs/gam-fig6_8x-1.pdf
gamclass/vignettes/figs/ord-fig9_4x.pdf
gamclass/vignettes/figs/gam-fig6_10Ax.pdf
gamclass/vignettes/figs/class-fig7_5x.pdf
gamclass/vignettes/figs/reg-fig4_5x-1.pdf
gamclass/vignettes/figs/infer-fig3_5x.pdf
gamclass/vignettes/figs/class-fig9_5x-1.pdf
gamclass/vignettes/figs/lims-fig2_2x-1.pdf
gamclass/vignettes/figs/infer-fig3_6x.pdf
gamclass/vignettes/figs/class-fig9_3x-1.pdf
gamclass/vignettes/figs/reg-fig4_15x.pdf
gamclass/vignettes/figs/reg-fig4_16x-1.pdf
gamclass/vignettes/figs/lims-figs2_1x-1.pdf
gamclass/vignettes/figs/infer-fig3_13x-1.pdf
gamclass/vignettes/figs/reg-fig4_14x-1.pdf
gamclass/vignettes/figs/lims-figs2_1x.pdf
gamclass/vignettes/figs/reg-fig4_9x-1.pdf
gamclass/vignettes/figs/reg-fig4_15x-1.pdf
gamclass/vignettes/figs/lims-fig2_5x.pdf
gamclass/vignettes/figs/ord-fig11_4x-1.pdf
gamclass/vignettes/figs/infer-fig3_12x.pdf
gamclass/vignettes/figs/gam-fig6_5x.pdf
gamclass/vignettes/figs/class-fig7_10x.pdf
gamclass/vignettes/figs/infer-fig3_15x.pdf
gamclass/vignettes/figs/glm-fig5_3x-1.pdf
gamclass/vignettes/figs/glm-fig5_5x.pdf
gamclass/vignettes/figs/key-fig1_4x-1.pdf
gamclass/vignettes/figs/gam-fig6_19x.pdf
gamclass/vignettes/figs/gam-fig6_6x.pdf
gamclass/vignettes/figs/glm-fig5_2x-1.pdf
gamclass/vignettes/figs/infer-fig3_9x.pdf
gamclass/vignettes/figs/lims-fig2_3x.pdf
gamclass/vignettes/figs/infer-fig3_4x.pdf
gamclass/vignettes/figs/infer-fig3_3x.pdf
gamclass/vignettes/figs/reg-fig4_2x.pdf
gamclass/vignettes/figs/key-fig1_11x-1.pdf
gamclass/vignettes/figs/glm-fig5_1x-1.pdf
gamclass/vignettes/figs/glm-fig5_4x-1.pdf
gamclass/vignettes/figs/class-fig9_7x-1.pdf
gamclass/vignettes/figs/glm-fig5_2x.pdf
gamclass/vignettes/figs/infer-fig3_13x.pdf
gamclass/vignettes/figs/reg-fig4_6x-1.pdf
gamclass/vignettes/figs/infer-fig3_14x.pdf
gamclass/vignettes/figs/lims-fig2_4x.pdf
gamclass/vignettes/figs/reg-fig4_4x.pdf
gamclass/vignettes/figs/key-fig1_8x-1.pdf
gamclass/vignettes/figs/reg-fig4_16x.pdf
gamclass/vignettes/figs/key-fig1_13x-1.pdf
gamclass/vignettes/figs/class-fig7_8x.pdf
gamclass/vignettes/figs/ord-fig9_2x.pdf
gamclass/vignettes/figs/glm-fig5_4x2.pdf
gamclass/vignettes/figs/gam-fig6_13x.pdf
gamclass/vignettes/figs/key-fig1_7x-1.pdf
gamclass/vignettes/figs/reg-fig4_13x-1.pdf
gamclass/vignettes/figs/class-fig7_6x.pdf
gamclass/vignettes/figs/ord-fig11_2x-2.pdf
gamclass/vignettes/figs/gam-fig7_5x-1.pdf
gamclass/vignettes/figs/class-fig7_2x.pdf
gamclass/vignettes/figs/reg-fig4_7x.pdf
gamclass/vignettes/figs/glm-fig5_5x-1.pdf
gamclass/vignettes/figs/lims-fig2_4x-1.pdf
gamclass/vignettes/figs/gam-fig6_1x-1.pdf
gamclass/vignettes/figs/key-fig1_6x-1.pdf
gamclass/vignettes/figs/key-fig1_9x-1.pdf
gamclass/vignettes/figs/lims-fig2_2x.pdf
gamclass/vignettes/figs/reg-fig4_14x.pdf
gamclass/vignettes/figs/infer-fig3_10x.pdf
gamclass/vignettes/figs/infer-fig3_4x-1.pdf
gamclass/vignettes/figs/glm-fig5_6x-1.pdf
gamclass/vignettes/figs/gam-fig6_7x.pdf
gamclass/vignettes/figs/infer-fig3_8x-1.pdf
gamclass/vignettes/figs/tree-Car90-rf-1.pdf
gamclass/vignettes/figs/lims-fig2_7x.pdf
gamclass/vignettes/figs/reg-fig4_10x.pdf
gamclass/vignettes/figs/key-fig1_19x-1.pdf
gamclass/vignettes/figs/ord-fig11_3x-1.pdf
gamclass/vignettes/figs/ord-fig9_3x.pdf
gamclass/vignettes/figs/gam-fig6_15x.pdf
gamclass/vignettes/figs/reg-fig4_10x-1.pdf
gamclass/vignettes/figs/gam-fig6_1x.pdf
gamclass/vignettes/figs/class-fig9_9x-1.pdf
gamclass/vignettes/figs/gam-fig6_9x-1.pdf
gamclass/vignettes/figs/class-fig9_6x-1.pdf
gamclass/vignettes/figs/class-fig9_8x-1.pdf
gamclass/vignettes/figs/class-fig10_2x-1.pdf
gamclass/vignettes/figs/key-fig1_2ABx-1.pdf
gamclass/vignettes/figs/key-fig1_15x-1.pdf
gamclass/vignettes/figs/class-fig9_10x-1.pdf
gamclass/vignettes/figs/class-fig10_1x-1.pdf
gamclass/vignettes/figs/reg-fig4_13x.pdf
gamclass/vignettes/figs/gam-fig6_11x-1.pdf
gamclass/vignettes/figs/infer-fig3_3x-1.pdf
gamclass/vignettes/figs/reg-fig4_9x.pdf
gamclass/vignettes/figs/infer-fig3_8x.pdf
gamclass/vignettes/figs/key-fig1_17x-1.pdf
gamclass/vignettes/figs/gam-fig6_13x-1.pdf
gamclass/vignettes/figs/gam-fig6_10Ax-1.pdf
gamclass/vignettes/figs/gam-fig7_1x-1.pdf
gamclass/vignettes/figs/reg-fig4_8x.pdf
gamclass/vignettes/figs8.Rnw
gamclass/vignettes/figs11.Rnw
gamclass/vignettes/figs11-concordance.tex
gamclass/vignettes/figs2.Rnw
gamclass/MD5
gamclass/build
gamclass/build/vignette.rds
gamclass/DESCRIPTION
gamclass/man
gamclass/man/airAccs.Rd
gamclass/man/addhlines.Rd
gamclass/man/tabFarsDead.Rd
gamclass/man/fars2007.Rd
gamclass/man/CVgam.Rd
gamclass/man/compareModels.Rd
gamclass/man/FARSmiss.Rd
gamclass/man/german.Rd
gamclass/man/modregR-package.Rd
gamclass/man/loti.Rd
gamclass/man/cvalues.Rd
gamclass/man/RFcluster.Rd
gamclass/man/FARS.Rd
gamclass/man/CVcluster.Rd
gamclass/man/plotFars.Rd
gamclass/man/matchedPairs.Rd
gamclass/man/gamRF.Rd
gamclass/man/bssBYcut.Rd
gamclass/man/simreg.Rd
gamclass/man/eventCounts.Rd
gamclass/.Rinstignore