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Course

Statistical Data Analysis

A practical course for high-energy physics, astrophysics, and experimental data analysis.

15 lectures

Applets (Russian) Russian lecture videos

Contents

No.	Topic	Slides
01	Introduction	slides
02	Probability and Bayes	slides
03	Random variables and densities	slides
04	Expectation and error propagation	slides
05	Common probability distributions	slides
06	Monte Carlo method	slides
07	Statistical tests basics	slides
08	Test statistics and multivariate methods	slides
09	Goodness of fit and significance	slides
10	Feldman-Cousins and CLs	slides
11	Parameter estimation and maximum likelihood	slides
12	Method of least squares	slides
13	Interval estimation and limits	slides
14	Nuisance parameters and systematics	slides
15	Bayesian examples	slides

A book for the course is in preparation.

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