gbonte/gbcode
Code from the handbook "Statistical foundations of machine learning"

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Files in gbonte/gbcode
Code from the handbook "Statistical foundations of machine learning"

.DS_Store
.Rbuildignore
.gitignore
DESCRIPTION
NAMESPACE
R/criteria.R R/dataset.R R/dependency.R R/featuresel.R R/library.R R/lin.R R/lin_rls.R R/mlearn.R R/mstep.R R/nar.R R/roc.R R/util.R R/util.ts.R README.md
gbcode2.Rproj
inst/data/A.txt
inst/data/ARCENE.RData
inst/data/NN5.Rdata
inst/data/NN5.rda
inst/data/TSERIES.rda
inst/data/ada.RData
inst/data/data.R
inst/data/golub.rda
inst/data/robot.Rdata
inst/exercises/Exercise1.Rmd inst/exercises/Exercise1.pdf inst/exercises/Exercise2.Rmd inst/exercises/Exercise2.pdf inst/exercises/Exercise3.Rmd inst/exercises/Exercise3.pdf inst/exercises/Exercise4.Rmd inst/exercises/Exercise4.pdf inst/exercises/Exercise5.Rmd inst/exercises/Exercise5.pdf inst/exercises/Exercise6.Rmd inst/exercises/Exercise6.pdf inst/exercises/Exercise7.Rmd inst/exercises/Exercise7.pdf
inst/exercises/bonus4.Rdata
inst/python/.lr_find_767ba6d6-7e52-4802-b791-66cca6679808.ckpt
inst/python/callpy.R
inst/python/libpy.py
inst/scripts/Appendix/central.R inst/scripts/Appendix/cheby.R inst/scripts/Appendix/chisq.R inst/scripts/Appendix/chol2cor.R inst/scripts/Appendix/corcov.R inst/scripts/Appendix/cumdis_1.R inst/scripts/Appendix/cumdis_2.R inst/scripts/Appendix/f.R inst/scripts/Appendix/genercov.R inst/scripts/Appendix/kmeans.R inst/scripts/Appendix/norm.R inst/scripts/Appendix/s_f.R inst/scripts/Appendix/sam_cordis.R inst/scripts/Appendix/stu.R
inst/scripts/Bayesian/.DS_Store
inst/scripts/Bayesian/bayes_bin.R inst/scripts/Bayesian/bayes_gau.R inst/scripts/Bayesian/bayes_seq.R inst/scripts/Bayesian/monty.R inst/scripts/Bayesian/movie.R inst/scripts/Bayesian/robot.R inst/scripts/Bayesian/robotdnn.R inst/scripts/Bayesian/s_lover.R inst/scripts/Causal/cacacola.R inst/scripts/Causal/chain.R inst/scripts/Causal/collid.R
inst/scripts/Estimation/.DS_Store
inst/scripts/Estimation/biasvarcov.R inst/scripts/Estimation/confidence.R inst/scripts/Estimation/cumdis.R inst/scripts/Estimation/emp_ml.R inst/scripts/Estimation/est_corr.R inst/scripts/Estimation/est_step.R inst/scripts/Estimation/ml_bin.R inst/scripts/Estimation/ml_class.R inst/scripts/Estimation/ml_int.R inst/scripts/Estimation/ml_max.R inst/scripts/Estimation/ml_norm.R inst/scripts/Estimation/mse_bv.R inst/scripts/Estimation/sam_dis.R inst/scripts/Estimation/sam_dis2.R inst/scripts/Estimation/stein.R inst/scripts/FeatureSel/bv_linfs.R inst/scripts/FeatureSel/comparison_fsel.R inst/scripts/FeatureSel/demosel.R inst/scripts/FeatureSel/feat_transf.R inst/scripts/FeatureSel/featrans.R inst/scripts/FeatureSel/featsel.R inst/scripts/FeatureSel/fs_mrmr.R inst/scripts/FeatureSel/fs_wrap.R inst/scripts/FeatureSel/fselbias.R inst/scripts/FeatureSel/lasso.R inst/scripts/FeatureSel/pca.R inst/scripts/FeatureSel/pca3d.R inst/scripts/FeatureSel/pca_uns.R inst/scripts/Filtering/casino.R inst/scripts/Filtering/hmm.R inst/scripts/Filtering/hmm_bw.R inst/scripts/Filtering/hmm_ev.R inst/scripts/Filtering/hmm_obs.R inst/scripts/Filtering/hmm_vit.R inst/scripts/Filtering/kalm.R inst/scripts/Filtering/lover.R inst/scripts/Filtering/s_hmm.R inst/scripts/Filtering/s_hmm2.R
inst/scripts/Forecasting/.DS_Store
inst/scripts/Forecasting/data/STdata.Rdata
inst/scripts/Forecasting/data/bench.temp.100.Rdata
inst/scripts/Forecasting/data/bench.temp.200.Rdata
inst/scripts/Forecasting/data/bench.temp.50.Rdata
inst/scripts/Forecasting/data/bench.vola.0.Rdata
inst/scripts/Forecasting/data/bench.vola.1.Rdata
inst/scripts/Forecasting/data/bench.vola.2.Rdata
inst/scripts/Forecasting/data/bench.vola.3.Rdata
inst/scripts/Forecasting/data/bench.vola.4.Rdata
inst/scripts/Forecasting/data/bench.vola.5.Rdata
inst/scripts/Forecasting/data/bench.vola.6.Rdata
inst/scripts/Forecasting/demo_fore.R inst/scripts/Forecasting/demo_foreMULTIV.R inst/scripts/Forecasting/demo_foreNN5.R inst/scripts/Forecasting/demo_foreSunspot.R inst/scripts/Forecasting/findSeas.R inst/scripts/Forecasting/forescript.R inst/scripts/Forecasting/freq.R inst/scripts/Forecasting/freq2.R inst/scripts/Forecasting/gluon.R inst/scripts/Forecasting/logistic.R inst/scripts/Forecasting/ma.R inst/scripts/Forecasting/read.R inst/scripts/Forecasting/readass.R inst/scripts/Forecasting/seasonal.R inst/scripts/Forecasting/ts.R
inst/scripts/GraphicalModeling/.DS_Store
inst/scripts/GraphicalModeling/alarm.R inst/scripts/GraphicalModeling/dag.R inst/scripts/GraphicalModeling/dagPizza.R inst/scripts/GraphicalModeling/dsep.R inst/scripts/GraphicalModeling/expl_away.R
inst/scripts/Learning/.DS_Store
inst/scripts/Learning/grad.R inst/scripts/Learning/optim.R inst/scripts/Learning/optim2.R inst/scripts/Learning/optim2D.R inst/scripts/Learning/optim2D2.R inst/scripts/Learning/roc.R inst/scripts/Learning/selectionbias.R
inst/scripts/Linear/.DS_Store
inst/scripts/Linear/SolveLin.R inst/scripts/Linear/biasvar_vis.R inst/scripts/Linear/bv.R inst/scripts/Linear/bv_mult.R inst/scripts/Linear/discri.R inst/scripts/Linear/discri2.R inst/scripts/Linear/dual.R inst/scripts/Linear/ee.R inst/scripts/Linear/ee_mean.R inst/scripts/Linear/fpe.R inst/scripts/Linear/hyperplane.R inst/scripts/Linear/lin_rls.R inst/scripts/Linear/lin_uni.R inst/scripts/Linear/ls.R inst/scripts/Linear/medical.R inst/scripts/Linear/mlin_rls.R inst/scripts/Linear/svm.R
inst/scripts/ModAver/.DS_Store
inst/scripts/ModAver/arcing.R inst/scripts/ModAver/bagging.R inst/scripts/ModAver/boosting.R
inst/scripts/NonParametric/.DS_Store
inst/scripts/NonParametric/boot.R inst/scripts/NonParametric/patch.R inst/scripts/NonParametric/pfizer.R inst/scripts/NonParametric/randomiz.R inst/scripts/NonParametric/s_perm.R
inst/scripts/Nonlinear/.DS_Store
inst/scripts/Nonlinear/TSkeras.R inst/scripts/Nonlinear/autodiff.R inst/scripts/Nonlinear/backprop.R inst/scripts/Nonlinear/backprop2.R inst/scripts/Nonlinear/bv_ll.R inst/scripts/Nonlinear/bv_nlin.R inst/scripts/Nonlinear/bv_nn.R inst/scripts/Nonlinear/classcript.R inst/scripts/Nonlinear/cv.r inst/scripts/Nonlinear/dopler.R inst/scripts/Nonlinear/kNN.R inst/scripts/Nonlinear/keras.regr.R inst/scripts/Nonlinear/lazy.R inst/scripts/Nonlinear/nnet.R inst/scripts/Nonlinear/nnet2.R inst/scripts/Nonlinear/predscript.R inst/scripts/Nonlinear/rbf.R inst/scripts/Nonlinear/svm_nlin.R inst/scripts/Nonlinear/tf.gradient.R inst/scripts/Nonlinear/tf.gradient2.R inst/scripts/Nonlinear/tf.gradient3.R inst/scripts/Nonlinear/tf.gradientRBF.R inst/scripts/Nonlinear/tf_basics.R inst/scripts/Nonlinear/tf_nn.R inst/scripts/Nonlinear/tree.R
inst/scripts/Probability/.DS_Store
inst/scripts/Probability/datasaurus.R inst/scripts/Probability/findInd.R inst/scripts/Probability/freq.R inst/scripts/Probability/gaussXYZ.R inst/scripts/Probability/gmm.R inst/scripts/Probability/indep.R inst/scripts/Probability/indep.var.R inst/scripts/Probability/mcarlo.R inst/scripts/Probability/mcarlo2.R inst/scripts/Probability/mcarlo3.R inst/scripts/Probability/mcarlo4.R inst/scripts/Probability/mcarlo5.R inst/scripts/Probability/mcarlo6.R inst/scripts/Probability/mcarlo7.R inst/scripts/Probability/mcarlo8.R inst/scripts/Probability/mcarlo9.R inst/scripts/Probability/minbest.R inst/scripts/Probability/nindep.R inst/scripts/Probability/norm.R inst/scripts/Probability/pizza.R inst/scripts/Probability/plotStu.R inst/scripts/Probability/stu_gau.R inst/scripts/Probability/sum_rv.R inst/scripts/Probability/weather.R
inst/scripts/StatLearn/.DS_Store
inst/scripts/StatLearn/biasvar.R inst/scripts/StatLearn/biasvar_vis.R inst/scripts/StatLearn/functRisk.R inst/scripts/StatLearn/gener.R inst/scripts/StatLearn/loo_vis.R inst/scripts/StatLearn/mse_bv.R inst/scripts/StatLearn/naive.R inst/scripts/StatLearn/regr.R inst/scripts/StatLearn/wta.R inst/scripts/StatLearn/wta2.R
inst/shiny/.gitignore
inst/shiny/about/about.bootstrap.Rmd
inst/shiny/about/about.bootstrap.html
inst/shiny/about/about.classif.Rmd
inst/shiny/about/about.classif.html
inst/shiny/about/about.condind.Rmd
inst/shiny/about/about.condind.html
inst/shiny/about/about.condpro.Rmd
inst/shiny/about/about.condpro.html
inst/shiny/about/about.estimation.Rmd
inst/shiny/about/about.estimation.html
inst/shiny/about/about.gaussian.Rmd
inst/shiny/about/about.gaussian.html
inst/shiny/about/about.lawlarge.Rmd
inst/shiny/about/about.lawlarge.html
inst/shiny/about/about.leastsquares.Rmd
inst/shiny/about/about.leastsquares.html
inst/shiny/about/about.random.Rmd
inst/shiny/about/about.random.html
inst/shiny/about/about.regression.Rmd
inst/shiny/about/about.regression.html
inst/shiny/bimodal.R inst/shiny/bootstrap.R inst/shiny/cart.R inst/shiny/classif.R inst/shiny/classif2.R inst/shiny/condind.R inst/shiny/condpro.R inst/shiny/estimation.R inst/shiny/gaussian.R inst/shiny/lawlarge.R inst/shiny/leastsquares.R inst/shiny/mcarlo.R inst/shiny/regression.R
inst/shiny/rsconnect/documents/bootstrap.R/shinyapps.io/gbonte/bootstrap.dcf
inst/shiny/rsconnect/documents/cart.R/shinyapps.io/gbonte/cart.dcf
inst/shiny/rsconnect/documents/classif.R/shinyapps.io/gbonte/classif.dcf
inst/shiny/rsconnect/documents/classif2.R/shinyapps.io/gbonte/classif2.dcf
inst/shiny/rsconnect/documents/condpro.R/shinyapps.io/gbonte/condpro.dcf
inst/shiny/rsconnect/documents/estimation.R/shinyapps.io/gbonte/estimation.dcf
inst/shiny/rsconnect/documents/gaussian.R/shinyapps.io/gbonte/gaussian.dcf
inst/shiny/rsconnect/documents/leastsquares.R/shinyapps.io/gbonte/leastsquares.dcf
inst/shiny/rsconnect/documents/mcarlo.R/shinyapps.io/gbonte/mcarlo.dcf
inst/shiny/rsconnect/documents/regression.R/shinyapps.io/gbonte/regression.dcf
inst/shiny/rsconnect/documents/regression.R/shinyapps.io/gbonte/shiny.dcf
inst/shiny/rsconnect/shinyapps.io/gbonte/infof422.dcf
inst/shiny/server.R
inst/shiny/shiny.Rproj
inst/shiny/ui.R inst/shiny/unimodal.R
inst/stan/simple.rds
inst/stan/simple.stan
inst/stan/stan1.R man/AUC.Rd man/KNN.acf.Rd man/KNN.acf.lin.Rd man/KNN.multioutput.Rd man/KNN.pls.Rd man/MASE.Rd man/MakeEmbedded.Rd man/MmultiplestepAhead.Rd man/SMAPE.Rd man/StatPredictors1.Rd man/bagging.pred.Rd man/cmim.Rd man/constloo.Rd man/cor2I2.Rd man/dist2.Rd man/forwardSel.Rd man/genar.Rd man/gsloo.Rd man/hyperg.Rd man/impute.Rd man/is.element.list.Rd man/lazy.pred.Rd man/lin.pls.Rd man/linearFsel.Rd man/mimr-open-paren-minimum-interaction-maximum-relevance-close-paren.Rd man/mrmr.Rd man/multiplestepAhead.Rd man/pca.Rd man/pca.svd.Rd man/pcor1.Rd man/pred.Rd man/preproc2.Rd man/rankregr.Rd man/rankrho.Rd man/regrDataset.Rd man/regrlin.Rd man/remNA.Rd man/ridgeFsel.Rd man/rls.Rd man/timefit.Rd man/var2H.Rd man/which.element.list.Rd man/which.subelement.list.Rd
vignettes/bonus4.Rdata
vignettes/playground.Rmd
vignettes/playground.nb.html
vignettes/playground2.Rmd
vignettes/playground2.nb.html
vignettes/preamble.tex
vignettes/rank.Rmd
vignettes/rank.html
vignettes/rsconnect/documents/Vignette.Rmd/rpubs.com/rpubs/Publish Document.dcf
vignettes/rsconnect/documents/forecasting.Rmd/rpubs.com/rpubs/Publish Document.dcf
vignettes/rsconnect/documents/rank.Rmd/rpubs.com/rpubs/Publish Document.dcf
gbonte/gbcode documentation built on Feb. 27, 2024, 7:38 a.m.

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