User:Timothee Flutre/Notebook/Postdoc/2011/11/16
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(→About statistical modeling: add book Berger, add links julia, rstudio and ipython) 
(→About statistical modeling: add video ghahramani) 

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** "OpenIntro Statistics" by Diez, Barr and CetinkayaRundel (free [http://www.openintro.org/stat/textbook.php textbook])  ** "OpenIntro Statistics" by Diez, Barr and CetinkayaRundel (free [http://www.openintro.org/stat/textbook.php textbook])  
** "Mixed effects models for the population approach" by Marc Lavielle and the POPIX team at INRIA (free [http://popix.lixoft.net/index.php?title=Home_page wiki])  ** "Mixed effects models for the population approach" by Marc Lavielle and the POPIX team at INRIA (free [http://popix.lixoft.net/index.php?title=Home_page wiki])  
+  ** "Graphical Models" by Zoubin Ghahramani (2012, free [http://videolectures.net/mlss2012_ghahramani_graphical_models/ video & slides])  
* '''advanced courses''':  * '''advanced courses''':  
** "Advanced Data Analysis from an Elementary Point of View" by Cosma Shalizi (free [http://www.stat.cmu.edu/~cshalizi/ADAfaEPoV/ book])  ** "Advanced Data Analysis from an Elementary Point of View" by Cosma Shalizi (free [http://www.stat.cmu.edu/~cshalizi/ADAfaEPoV/ book])  
  ** "A First Course in Bayesian Statistical Methods" by Peter Hoff ([http://www.amazon.com/gp/product/0387922997 book])  +  ** "A First Course in Bayesian Statistical Methods" by Peter Hoff (2010, [http://www.amazon.com/gp/product/0387922997 book]) 
  ** "Bayesian Data Analysis" by Andrew Gelman (free [http://www.stat.columbia.edu/~gelman/book/slides slides], [http://www.amazon.com/dp/1439840954  +  ** "Bayesian Data Analysis" by Andrew Gelman & co (2013, free [http://www.stat.columbia.edu/~gelman/book/slides slides], [http://www.amazon.com/dp/1439840954 3rd edition] of the book) 
  ** "Statistical Decision Theory and Bayesian Analysis" by James Berger ([https://www.springer.com/statistics/statistical+theory+and+methods/book/9780387960982 2nd edition] of the book)  +  ** "Statistical Decision Theory and Bayesian Analysis" by James Berger (1993, [https://www.springer.com/statistics/statistical+theory+and+methods/book/9780387960982 2nd edition] of the book) 
* '''mathematical aspects''':  * '''mathematical aspects''':  
** "Introduction to Linear Algebra" by Gilbert Strang (free [http://ocw.mit.edu/courses/mathematics/1806linearalgebraspring2010/ videos], [http://www.amazon.com/dp/0980232716 book])  ** "Introduction to Linear Algebra" by Gilbert Strang (free [http://ocw.mit.edu/courses/mathematics/1806linearalgebraspring2010/ videos], [http://www.amazon.com/dp/0980232716 book])  
  ** "Matrix Differential Calculus with Applications in Statistics and Econometrics" by Magnus and Neudecker (free [http://www.janmagnus.nl/misc/mdc20073rdedition pdf]  +  ** "Matrix Differential Calculus with Applications in Statistics and Econometrics" by Magnus and Neudecker (2007, free [http://www.janmagnus.nl/misc/mdc20073rdedition pdf] for the 3rd edition) 
* '''practical, computational aspects''':  * '''practical, computational aspects''': 
Revision as of 07:45, 27 December 2013
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