User:Timothee Flutre/Notebook/Postdoc/2011/11/16
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(→About statistical modeling: add video ghahramani) 
(→About statistical modeling: add Jaynes 1985) 

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* '''intro courses''':  * '''intro courses''':  
** "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])  
+  ** "Statistics Done Wrong" by Alex Reinhart (free [http://www.refsmmat.com/statistics/ 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])  ** "Graphical Models" by Zoubin Ghahramani (2012, free [http://videolectures.net/mlss2012_ghahramani_graphical_models/ video & slides])  
+  ** [http://swirlstats.com/ swirl], R package to learn stats and R simultaneously and interactively  
* '''advanced courses''':  * '''advanced courses''':  
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* '''practical, computational aspects''':  * '''practical, computational aspects''':  
  ** "How to share data with a statistician" by Jeff Leek ([https://github.com/jtleek/datasharing procedure] on GitHub), see also "statistical consulting" by Karl Broman ([http://www.biostat.wisc.edu/~kbroman/teaching/misc/consulting.pdf slides])  +  ** "How to share data with a statistician" by Jeff Leek ([https://github.com/jtleek/datasharing procedure] on GitHub), see also the [http://simplystatistics.org/2014/02/03/thethreetablesforgenomicscollaborations/ advice] on genomics metadata by Raphael Irrizary and "statistical consulting" by Karl Broman ([http://www.biostat.wisc.edu/~kbroman/teaching/misc/consulting.pdf slides]) 
** "Exploratory Data Analysis with R" by Jennifer Bryan (free [http://www.stat.ubc.ca/~jenny/STAT545A/2012lectures/ course])  ** "Exploratory Data Analysis with R" by Jennifer Bryan (free [http://www.stat.ubc.ca/~jenny/STAT545A/2012lectures/ course])  
** "Tutorial on Big Data with Python" by Marcel Caraciolo (free Python [https://github.com/marcelcaraciolo/bigdatatutorial notebooks])  ** "Tutorial on Big Data with Python" by Marcel Caraciolo (free Python [https://github.com/marcelcaraciolo/bigdatatutorial notebooks])  
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* '''philosophy, history, pragmatism''':  * '''philosophy, history, pragmatism''':  
  ** "Where do we stand on maximum entropy?" by E. T. Jaynes (1978, free [http://bayes.wustl.edu/etj/articles/stand.on.entropy.pdf pdf])  +  ** "Statistical analysis and the illusion of objectivity" by Berger and Berry (American Scientist 1988, [http://dx.doi.org/10.1016/02782316(88)900576 DOI], [http://www.medicine.mcgill.ca/epidemiology/joseph/courses/EPIB675/Berger.Berry.pdf pdf]) 
  ** "Mathematical Models and Reality: A Constructivist Perspective" by Christian Hennig (Foundations of Science  +  ** "Bayesian methods: general background" by E. T. Jaynes (1985, free [http://bayes.wustl.edu/etj/articles/general.background.pdf pdf]) and "Where do we stand on maximum entropy?" by E. T. Jaynes (1978, free [http://bayes.wustl.edu/etj/articles/stand.on.entropy.pdf pdf]) 
+  ** "Mathematical Models and Reality: A Constructivist Perspective" by Christian Hennig (Foundations of Science 2010, [http://dx.doi.org/10.1007/s106990099167x DOI])  
** "Philosophy and the practice of Bayesian statistics" by Andrew Gelman and Cosma Shalizi (British Journal of Mathematical and Statistical Psychology 2013, [http://dx.doi.org/10.1111/j.20448317.2011.02037.x DOI])  ** "Philosophy and the practice of Bayesian statistics" by Andrew Gelman and Cosma Shalizi (British Journal of Mathematical and Statistical Psychology 2013, [http://dx.doi.org/10.1111/j.20448317.2011.02037.x DOI])  
** "Statistical Inference : the Big Picture" by Robert Kass (Statistical Science 2011, [http://dx.doi.org/10.1214/10STS337 DOI], free [http://arxiv.org/pdf/1106.2895v2.pdf pdf] on arXiv)  ** "Statistical Inference : the Big Picture" by Robert Kass (Statistical Science 2011, [http://dx.doi.org/10.1214/10STS337 DOI], free [http://arxiv.org/pdf/1106.2895v2.pdf pdf] on arXiv)  
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* '''litterature, community''':  * '''litterature, community''':  
  ** Annals of Statistics, JRSSB, JASA, Annals of Applied Statistics, Bayesian Analysis, JMRL, NIPS  +  ** [http://projecteuclid.org/DPubS?service=UI&version=1.0&verb=Display&handle=euclid.aos Annals of Statistics], [http://onlinelibrary.wiley.com/journal/10.1111/(ISSN)14679868 JRSSB], [http://www.tandfonline.com/toc/uasa20/current JASA], [http://projecteuclid.org/DPubS?service=UI&version=1.0&verb=Display&handle=euclid.aoas Annals of Applied Statistics], [http://ba.stat.cmu.edu/ Bayesian Analysis], [http://jmlr.org/ JMRL], [http://books.nips.cc/ NIPS] 
  ** Biometrics, Biostatistics  +  ** [http://onlinelibrary.wiley.com/journal/10.1111/(ISSN)15410420 Biometrics], [http://biostatistics.oxfordjournals.org/ Biostatistics], [http://biomet.oxfordjournals.org/ Biometrika] 
  ** Statistical Science, The American Statistician  +  ** [http://projecteuclid.org/DPubS?service=UI&version=1.0&verb=Display&handle=euclid.ss Statistical Science], [http://amstat.tandfonline.com/loi/tas#.UsrQx47_7Gg The American Statistician] 
** see also on [http://projecteuclid.org/ Project Euclid] and [http://arxiv.org/archive/stat arXiv]  ** see also on [http://projecteuclid.org/ Project Euclid] and [http://arxiv.org/archive/stat arXiv]  
** blogs: [http://andrewgelman.com/ Andrew Gelman], [http://xianblog.wordpress.com/ Christian Robert], [http://normaldeviate.wordpress.com/ Larry Wasserman]  ** blogs: [http://andrewgelman.com/ Andrew Gelman], [http://xianblog.wordpress.com/ Christian Robert], [http://normaldeviate.wordpress.com/ Larry Wasserman] 
Revision as of 08:52, 9 February 2014
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