User:Timothee Flutre/Notebook/Postdoc/2011/11/16
From OpenWetWare
(Difference between revisions)
(→About statistical modeling: add Udacity course) 
(→About statistical modeling: add MCMC for StatGen) 

(5 intermediate revisions not shown.)  
Line 13:  Line 13:  
** "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  +  ** [http://swirlstats.com/ swirl] and [http://mosaicweb.org/ mosaic], R packages to learn stats and R simultaneously and interactively 
* '''advanced courses''':  * '''advanced courses''':  
Line 20:  Line 20:  
** "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)  ** "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 (1993, [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)  
+  ** "Intermediate Statistics" by Larry Wasserman (free [http://www.stat.cmu.edu/~larry/=stat705/ lecture notes])  
+  ** "Stat Fact Sheets" by Eric Anderson (free [https://github.com/eriqande/statfactsheets tex files])  
+  ** "MCMC for Stat Gen" by Eric Anderson and Matthew Stephens (free [https://github.com/eriqande/sisg_mcmc_course lecture notes])  
* '''mathematical aspects''':  * '''mathematical aspects''':  
Line 42:  Line 45:  
** "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])  ** "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])  
** "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])  ** "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])  
+  ** "The Philosophy of Statistics" by Lindley (JRSSD 2000, [http://dx.doi.org/10.1111/14679884.00238 DOI])  
+  ** "What is statistics?" by Feinberg (An.Rev.Stat.Appl. 2014, [http://dx.doi.org/10.1146/annurevstatistics022513115703 DOI])  
** "Mathematical Models and Reality: A Constructivist Perspective" by Christian Hennig (Foundations of Science 2010, [http://dx.doi.org/10.1007/s106990099167x DOI])  ** "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])  
Line 54:  Line 59:  
** [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]  ** [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]  
** [http://onlinelibrary.wiley.com/journal/10.1111/(ISSN)15410420 Biometrics], [http://biostatistics.oxfordjournals.org/ Biostatistics], [http://biomet.oxfordjournals.org/ Biometrika]  ** [http://onlinelibrary.wiley.com/journal/10.1111/(ISSN)15410420 Biometrics], [http://biostatistics.oxfordjournals.org/ Biostatistics], [http://biomet.oxfordjournals.org/ Biometrika]  
  ** [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]  +  ** [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], [http://www.annualreviews.org/journal/statistics Annual Review of Statistics and its Application] 
** 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 05:00, 10 August 2014
Project name  Main project page Previous entry Next entry 
About statistical modeling
