Statistics Bibliography
(Inclusion does not imply
endorsement. Caveat emptor.)
Books by physicists
 "Statistics: a Guide to the Use of Statistical
Methods in the Physical Sciences", Roger Barlow, Wiley, 1989.
 Glen Cowan's Statistical
Data Analysis (Oxford University Press).
 "Statistical Methods in Experimental Physics",
Eadie, Drijard, James, Roos, and Sadoulet, American Elsevier, 1971.
 "Probability and Statistics in Particle Physics",
Frodesen,
Skjeggestad, Tofte, Universitetsforlaget, 1979.
 "Statistics for Nuclear and Particle Physics", Louis
Lyons,
Cambridge University Press, 1986.
Books by statisticians
General theory
 Kendall and Stuart, "The Advanced Theory of
Statistics" (4th ed., or other), often regarded as an authoritative
source.
Density
estimation
 Scott, "Multivariate density estimation", John Wiley
& Sons, 1992.
Goodness of fit
 D'Agostino and Stephens, "Goodnessoffit
techniques", Marcel Dekker, 1986.
Machine learning
 Webb, "Statistical pattern
recognition", 2nd ed., John Wiley & Sons, 2002.
 Hastie, Tibshirani and
Friedman, "The elements of statistical learning", Springer series in
statistics, 2001.
Lectures
 Adrian Bevan's notes on multivariate analysis
 The
2006 SLUO lectures on statistics.
 The
2000 SLUO lectures on statistics.
 A document based on a set of lectures, by a
particle
physicist: George Yost, "Lectures on Probability and Statistics",
LBL16993Rev., 1985.
 Glen Cowan's course
on computing and statistical data analysis.
Workshops
Miscellaneous
