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==About statistical modeling== | ==About statistical modeling== | ||
* visualizing, plotting: | * '''great courses''': | ||
** "Advanced Data Analysis from an Elementary Point of View" by Cosma Shalizi (free online [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]) | |||
** "Bayesian Data Analysis" by Andrew Gelman (free online [http://www.stat.columbia.edu/~gelman/book/slides slides]) | |||
* '''mathematical aspects''': | |||
** "Intro to Linear Algebra" by Gilbert Strang | |||
** "Multivariate Calculus" by Magnus and Neudecker | |||
* '''practical, computational aspects''': | |||
** "Exploratory Data Analysis with R" by Jennifer Bryan (free online [http://www.stat.ubc.ca/~jenny/STAT545A/2012-lectures/ course]) | |||
** editor: Emacs | |||
** interpreted languages: R, Python and others (Julia?) | |||
** C/C++: GSL, Armadillo, Eigen, Rcpp | |||
* '''visualizing, plotting''': | |||
** "Visualizing uncertainty about the future" by Spiegelhalter, et al. (Science 2011, [http://dx.doi.org/10.1126/science.1191181 DOI]) | ** "Visualizing uncertainty about the future" by Spiegelhalter, et al. (Science 2011, [http://dx.doi.org/10.1126/science.1191181 DOI]) | ||
** "Let's practice what we preach: turning tables into graphs": Gelman et al (The American Statistician 2002, [http://dx.doi.org/10.1198/000313002317572790 DOI]) | ** "Let's practice what we preach: turning tables into graphs": Gelman et al (The American Statistician 2002, [http://dx.doi.org/10.1198/000313002317572790 DOI]) | ||
* '''philosophy, history''': | |||
** Christian Hennig | |||
** Andrew Gelman and Cosma Shalizi | |||
** Christian Robert | |||
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Revision as of 21:05, 27 November 2013
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About statistical modeling
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