Statistik, Datenanalyse und Simulation
Instructors: Univ.-Prof. Dr. Volker BüscherShortname: 08.128.730
Course No.: 08.128.730
Course Type: Vorlesung/Übung
Recommended reading list
- G. Cowan: Statistical Data Analysis, Oxford University Press (1998)
- R.J. Barlow: Statistics, John Wiley & Sons (1993)
- V. Blobel, E. Lohrmann: Statistische und numerische Methoden der Datenanalyse, Teubner Verlag (1998)
- S. Brandt: Datenanalyse, BI Wissenschaftsverlag (1999)
- Philip R. Bevington: Data Reduction and Error Analysis for the Physical Sciences, McGraw-Hill (1969)
- G. Bohm, G. Zech: Introduction to Statistics and Data Analysis for Physicists, Verlag Deutsches Elektronen-Synchrotron (available online)
- W.T. Eadie et al.: Statistical Methods in Experimental Physics, North Holland Publishing Company
- Donald E. Knuth: The Art of Computer Programming, Addison-Wesley (1998)
- William H. Press et al.: Numerical recipes in C, Cambridge University Press (1992)
Contents
- Statistics: probability, distributions, special discreet distributions, important probability density functions, theorems, sampling, multidimensional distributions, covariance matrix
- Uncertainties, systematic uncertainties, error propagation, confidence intervals
- Monte Carlo methods: random number generators, Monte Carlo integration
- Parameter estimation: maximum likelihood method, method of least squares
- Hypothesis testing
- Unfolding
- Multivariate methods: neural networks, boosted decision trees etc
Dates
| Date (Day of the week) | Time | Location |
|---|---|---|
| 04/13/2026 (Monday) | 09:15 - 10:00 | 01 128 Galilei-Raum 2413 - Neubau Physik/Mathematik |
| 04/16/2026 (Thursday) | 14:15 - 15:45 | 01 128 Galilei-Raum 2413 - Neubau Physik/Mathematik |
| 04/20/2026 (Monday) | 09:15 - 10:00 | 01 128 Galilei-Raum 2413 - Neubau Physik/Mathematik |
| 04/23/2026 (Thursday) | 14:15 - 15:45 | 01 128 Galilei-Raum 2413 - Neubau Physik/Mathematik |
| 04/27/2026 (Monday) | 09:15 - 10:00 | 01 128 Galilei-Raum 2413 - Neubau Physik/Mathematik |
| 04/30/2026 (Thursday) | 14:15 - 15:45 | 01 128 Galilei-Raum 2413 - Neubau Physik/Mathematik |
| 05/04/2026 (Monday) | 09:15 - 10:00 | 01 128 Galilei-Raum 2413 - Neubau Physik/Mathematik |
| 05/07/2026 (Thursday) | 14:15 - 15:45 | 01 128 Galilei-Raum 2413 - Neubau Physik/Mathematik |
| 05/11/2026 (Monday) | 09:15 - 10:00 | 01 128 Galilei-Raum 2413 - Neubau Physik/Mathematik |
| 05/18/2026 (Monday) | 09:15 - 10:00 | 01 128 Galilei-Raum 2413 - Neubau Physik/Mathematik |
| 05/21/2026 (Thursday) | 14:15 - 15:45 | 01 128 Galilei-Raum 2413 - Neubau Physik/Mathematik |
| 05/28/2026 (Thursday) | 14:15 - 15:45 | 01 128 Galilei-Raum 2413 - Neubau Physik/Mathematik |
| 06/01/2026 (Monday) | 09:15 - 10:00 | 01 128 Galilei-Raum 2413 - Neubau Physik/Mathematik |
| 06/08/2026 (Monday) | 09:15 - 10:00 | 01 128 Galilei-Raum 2413 - Neubau Physik/Mathematik |
| 06/11/2026 (Thursday) | 14:15 - 15:45 | 01 128 Galilei-Raum 2413 - Neubau Physik/Mathematik |
| 06/15/2026 (Monday) | 09:15 - 10:00 | 01 128 Galilei-Raum 2413 - Neubau Physik/Mathematik |
| 06/18/2026 (Thursday) | 14:15 - 15:45 | 01 128 Galilei-Raum 2413 - Neubau Physik/Mathematik |
| 06/22/2026 (Monday) | 09:15 - 10:00 | 01 128 Galilei-Raum 2413 - Neubau Physik/Mathematik |
| 06/25/2026 (Thursday) | 14:15 - 15:45 | 01 128 Galilei-Raum 2413 - Neubau Physik/Mathematik |
| 06/29/2026 (Monday) | 09:15 - 10:00 | 01 128 Galilei-Raum 2413 - Neubau Physik/Mathematik |
| 07/02/2026 (Thursday) | 14:15 - 15:45 | 01 128 Galilei-Raum 2413 - Neubau Physik/Mathematik |
| 07/06/2026 (Monday) | 09:15 - 10:00 | 01 128 Galilei-Raum 2413 - Neubau Physik/Mathematik |
| 07/09/2026 (Thursday) | 14:15 - 15:45 | 01 128 Galilei-Raum 2413 - Neubau Physik/Mathematik |