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Astrostatistics
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Data Analysis-Data Mining
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Statistical Theory
Stochastic Processes and Probability Theory
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GLM's and Applied Statistical Methodology
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Computational Statistics, Simulation
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Astrostatistics
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General

Statistics for Astronomers-Summer School 2009. Lecture notes assembled by G. Jogesh Babu -422 pages-

Statistics lecture notes from the 2007 Penn State Astrostatistics School

Lecture notes on Statistics in astronomy by Miller -10 pages-

Lecture notes on Introduction to astrostatistics Eric Feigelson and G. Jogesh Babu -19 slides-

Mike Irwin's List of Lecture notes

Statistical Challenges in Modern Astronomy by Eric Feigelson and Jogesh Babu -13 slides-

Lecture notes on Astronomical statistics by Andy Taylor -52 pages-

Lecture notes on Linear regression issues in astronomy by Eric Feigelson -9 slides-

Notes on Clustering by C.R. Rao -32 pages-

Statistics, pattern recognition, and astrophysics by Chandrika Kamath -12 slides-

Bayesian Methods in Astrophysics

Lecture notes on Data analysis using bayesian inference with applications in astrophysics - a survey by T. Loredo -60 slides-

Bayesian inference in astrophysics by T. Lorendo -64 pages-

The Promise of bayesian inference for astrophysics by T. Loredo -49 pages-

Bayesian model selection & extrasolar planet detection by Eric B. Ford -54 slides-

Other

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