STATISTICAL METHODS IN PHYSICS
Stampa
Enrollment year
2013/2014
Academic year
2014/2015
Regulations
DM270
Academic discipline
FIS/01 (EXPERIMENTAL PHYSICS)
Department
DEPARTMENT OF PHYSICS
Course
Curriculum
FISICA NUCLEARE E SUBNUCLEARE
Year of study
Period
1st semester (13/10/2014 - 23/01/2015)
ECTS
6
Lesson hours
48 lesson hours
Language
ITALIAN
Activity type
ORAL TEST
Teacher
PEDRONI PAOLO (titolare) - 6 ECTS
Prerequisites
Basic notions of statistics and probability theory.
Learning outcomes
Learning of the main statistical methods used in all the different physics disciplines for the interpretation, the simulation and the prediction of experimental data.
Course contents
Topics covered include: Multidimensional random variables and functions of random variables; Basic statistics (confidence intervals; estimates of probabilities; population mean and variance, correlation coefficients); Detailed treatment of the Monte Carlo methods with a discussion of its basic principles and first applications; Maximum likelihood method applied parameter estimation and hypothesis testing; Least squares method and its application to minimization (best-fit) algorithms.
Teaching methods
=
Reccomended or required readings
L.Lyons, Statistics for Nuclear and Particle Physcists (Cambridge University Press, 1986)
A. Papoulis, Probability and Statistics, (Prentice Hal 1990)
G.Cowan, Statistical Data analysis, (Oxford University Press 2002)
F. James, Statistical Methods in Experimental Physics (World Scientific, 2006)
Assessment methods
Oral examination. For the examination it is recommended to focus on the conceptual and logical aspects of the covered topics and not on a detailed study of the mathematical derivations.
Further information
Oral examination. For the examination it is recommended to focus on the conceptual and logical aspects of the covered topics and not on a detailed study of the mathematical derivations.
Sustainable development goals - Agenda 2030