User:Timothee Flutre/Notebook/Postdoc/2011/11/16: Difference between revisions
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(→About statistical modeling: add book Berger, add links julia, rstudio and ipython) |
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** "OpenIntro Statistics" by Diez, Barr and Cetinkaya-Rundel (free [http://www.openintro.org/stat/textbook.php textbook]) | ** "OpenIntro Statistics" by Diez, Barr and Cetinkaya-Rundel (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 book | ** "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/978-0-387-96098-2 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/978-0-387-96098-2 2nd edition] of the book) | ||
* '''mathematical aspects''': | * '''mathematical aspects''': | ||
** "Introduction to Linear Algebra" by Gilbert Strang (free [http://ocw.mit.edu/courses/mathematics/18-06-linear-algebra-spring-2010/ videos], [http://www.amazon.com/dp/0980232716 book]) | ** "Introduction to Linear Algebra" by Gilbert Strang (free [http://ocw.mit.edu/courses/mathematics/18-06-linear-algebra-spring-2010/ 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/mdc2007-3rdedition pdf] | ** "Matrix Differential Calculus with Applications in Statistics and Econometrics" by Magnus and Neudecker (2007, free [http://www.janmagnus.nl/misc/mdc2007-3rdedition pdf] for the 3rd edition) | ||
* '''practical, computational aspects''': | * '''practical, computational aspects''': |
Revision as of 04:45, 27 December 2013
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About statistical modeling
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