User:Timothee Flutre/Notebook/Postdoc/2011/11/16: Difference between revisions
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** "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://mosaic-web.org/ mosaic], R packages to learn stats and R simultaneously and interactively | ||
* '''advanced courses''': | * '''advanced courses''': | ||
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** "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/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) | ||
** "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/stat-fact-sheets 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''': | ||
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** "Statistical analysis and the illusion of objectivity" by Berger and Berry (American Scientist 1988, [http://dx.doi.org/10.1016/0278-2316(88)90057-6 DOI], [http://www.medicine.mcgill.ca/epidemiology/joseph/courses/EPIB-675/Berger.Berry.pdf pdf]) | ** "Statistical analysis and the illusion of objectivity" by Berger and Berry (American Scientist 1988, [http://dx.doi.org/10.1016/0278-2316(88)90057-6 DOI], [http://www.medicine.mcgill.ca/epidemiology/joseph/courses/EPIB-675/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/10.1111/1467-9884.00238 DOI]) | |||
** "What is statistics?" by Feinberg (An.Rev.Stat.Appl. 2014, [http://dx.doi.org/10.1146/annurev-statistics-022513-115703 DOI]) | |||
** "Mathematical Models and Reality: A Constructivist Perspective" by Christian Hennig (Foundations of Science 2010, [http://dx.doi.org/10.1007/s10699-009-9167-x DOI]) | ** "Mathematical Models and Reality: A Constructivist Perspective" by Christian Hennig (Foundations of Science 2010, [http://dx.doi.org/10.1007/s10699-009-9167-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.2044-8317.2011.02037.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.2044-8317.2011.02037.x DOI]) | ||
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** [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)1467-9868 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)1467-9868 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)1541-0420 Biometrics], [http://biostatistics.oxfordjournals.org/ Biostatistics], [http://biomet.oxfordjournals.org/ Biometrika] | ** [http://onlinelibrary.wiley.com/journal/10.1111/(ISSN)1541-0420 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 02:00, 10 August 2014
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About statistical modeling
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