Online Textbooks in Statistics and Probability

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Some interesting textbooks available online:

• Introduction to Statistical Thought by Michael L. Lavine.
• Probability Theory: The Logic of Science by Edwin T. Jayes.
• Information Theory, Inference, and Learning Algorithms by David J. C. MacKay.
• Introduction to Probability by Charles M. Grinstead and J. Laurie Snell.
• The Electronic Statistics Textbook by Thomas Hill and Pawel Lewicki.
• Nick Fieller's web page with links to his course notes, e.g., Statistical Theory, Multivariate Statistics, Further Multivariate Statistics, and Statistical Modelling in R.
• Advanced Statistical Computing - course notes by Robert Gray.
• Robert M. Gray's web page with links to his downloadable books, e.g., Introduction to Statistical Signal Processing and Entropy and Information Theory.
• Albert Tarantola's web page with links to his downloadable books, e.g., Inverse Problem Theory and Model Parameter Estimation.
• The Elements of Statistical Learning (2nd edition) by Trevor Hastie, Robert Tibshirani, and Jerome Friedman

 

Other Links:

• Motion Mountain - The Adventure of Physics by Christoph Schiller.
• Online resources and books concerning statistical distributions and matrices.
• Check the Virtual Laboratories in Probability and Statistics.
• Browse the text book revolution and the The Assayer for many other free textbooks.

 

Last modified:
December 20, 2007