289665 Exercises in Statistical methods for physics data (Ü) (SoSe 2020)

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This course will be given as an online course and will start on April 22, 2020.

All discoveries in physics rely heavily on the power of statistical data analysis. The statistical tool box of a modern physicist or astronomer contains much more than mean values, standard deviations, so-called error propagation, and the goodness-of-fit.

This course deals with the essential steps in analysing experimental or observational data. Often a first step is data reduction, for which a statistic is used, e.g. a mean value. The basic concepts in statistics are building on the theory of probabilities and stochastic processes. We will show how to test a physical model, given a set of data, how to estimate the parameters of such a model, and how statistical methods can help us to make informed decisions. We will cover both frequentist (any experiment can be repeated) and Bayes'ian methods (there are irreproducible data sets, e.g. the Universe), and discuss their strength and weaknesses.

The course will be complemented by exercises, which will be blocked and give the participants the change to get hand on experience in the analysis of physical data sets.

Requirements for participation, required level

Recommended for students of physics from their third year of studies onward. Students of other sciences are welcome, a basic knowledge of the main concepts in physics will be required to appreciate the examples given throughout the course.

Bibliography

F James: Statistical Methods in Experimental Physics, 2nd Edition, World Scientific
JV Wall & CR Jenkins: Practical Statistics for Astronomers, 2nd Edition, Cambridge

More references will be provided in the course

Teaching staff

Dates ( Calendar view )

Frequency Weekday Time Format / Place Period  
block Block 10-13   29.05.2020
block Block 14-16   29.05.2020
block Block 10-13   19.06.2020
block Block 14-16   19.06.2020
block Block 10-13   03.07.2020
block Block 14-16   03.07.2020

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Subject assignments

Module Course Requirements  
28-M-SMTP Spezialisierung Mathematische und Theoretische Physik Übungen zu Spezialisierungskurs MP-TP (B.1) Study requirement
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Übungen zu Spezialisierungskurs MP-TP (B.2) Study requirement
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Übungen zu Spezialisierungskurs MP-TP (C) Study requirement
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28-M-VP Vertiefung Übungen zu Vertiefung (B.1) Study requirement
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Übungen zu Vertiefung (B.3) Study requirement
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Übungen zu Vertiefung (B.5) Study requirement
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Last update basic details/teaching staff:
Monday, January 6, 2020 
Last update times:
Tuesday, May 12, 2020 
Last update rooms:
Tuesday, May 12, 2020 
Type(s) / SWS (hours per week per semester)
exercise (Ü) / 1
Language
This lecture is taught in english
Department
Faculty of Physics
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200964990