Here are various lectures notes and talks I wrote (in French or English).
Lectures
- GLM: Theory and applications in the Life
science. (Dec 2011, May 2012)
Part 1: screen | print (BW, 1x2)
Connection between ANOVA and Linear Regression, with an emphasis on estimation. Overview of GLMs, as an extension of linear models, hypothesis testing, estimation, goodness of fit, visual displays.
R code: code.r, extras.r, utils.r, Dataset: etchrate.txt
Part 2: screen | print (BW, 1x2)
Connection between repeated measures ANOVA and random-intercept model. Random intercept and slope models for longitudinal data.
R code: code2.r - Analyzing correlated data. (draft, April 2012) screen
Overview of Generalized Estimating Equations and other models for correlated data.
R & Stata code: ohio.R, ohio.do, Dataset : ohio.txt - Introduction au langage R (Apr-May 2014), originally part of the MOOC "Cours d'introduction aux statistiques avec R" (Paris-Sud University, Pr. Bruno Falissard), but revised for later sessions. print (A4, col.)
- Introduction au langage R et à RStudio (Apr-May 2014), originally
part of the MOOC "Cours d'introduction aux statistiques avec R" (Paris-Sud
University, Pr. Bruno Falissard), but completely updated for later sessions.
print (A4, col.)
Video recordings (MPEG4, about 10' each): vid01.mp4, vid02.mp4, vid03.mp4, vid04.mp4
R scripts: lab01.R, lab02.R, lab03.R, lab04.R, or all commands in one script: labs.R. Note that thesmp2.csv
data file is not available for download. However, it can easily be replaced with the built-inbirthwt
data set available in R base data sets (data(birthwt)
). See the following README to update the R code with that data set. - Concordance et fidélité de mesure (Sep 2014) screen | print (BW, 2x2)
- Stats 101. Introduction aux statistiques médicales (Oct 2014) screen | print (BW, 2x2)
Talks
- Analyse des données génétiques : Approches univariées, multivariées et perspectives épidémiologiques. (Nov 2009) slides
- Sélection de variables pour données
irrégulières. (Apr 2012)
screen | print (BW, 2x2) | bibliography
The R code is available as mva_clinres_Rcode.zip. Note that there are two associated MOVies that are called by the screen version (splines.mov and ridge.mov).
Last updated on 2014/09/07, 9:24pm