R code for figures, simulations and application in my Masters thesis and corresponding conference paper on the LASSO and other shrinkage methods
Masters thesis:
dissertation.pdf
R Functions
- color.r
- estimation.R
- pe.path.R
- plots.R
- resample.R
- shrink.R
- sim.data.R
- sim.ic.R
- sim.oracle.R
R code to produce figures throughout the text
- figure.contours.R
- figure.normballs.R
- figure.pe.R
- figure.penalties.R
R code to carry out simulation studies in Chapter 6 and application in Chapter 7
- sim.ex1.R (Section 6.2)
- sim.ex2.R (section 6.3)
- app.R (Chapter 7)
Conference paper:
article.pdf
R code
- article.boot.se.R
- article.cv.perc.R
- article.geom_boxplot_noOutliers.R
- article.ggplot.lines.R
- article.multiplot.R
- article.plots_each_n.R
- article.sim.apply.R
- article.sim.data.R
- article.sim.tune.R