Statistical
Analysis in Particle Physics: Special Topics (2019)
Kai-Feng
Chen
National
Taiwan
University
Date:
2019/Sep to 2020/Jan
Location: classroom R312, New Physics Building, NTU
and vidyo hyperspace
This
is a course design for particle physics major student, and is
going to discuss the following topics in detail. We plan to
have 60% of the course time allocated for classical lectures
and have 40% of the time discussing about several
close-to-real examples.
- Probability and Random Numbers
- Bayesian and Frequentist approaches
- Multivariate analysis
- Parameter estimation
- Hypothesis test
- Upper limits
Materials used in 2018 is available here.
Lecture 0: All you need to know about this course
Date: 2019/09/09
Slides: lecture-0.pdf
Lecture 1: Introduction to Probability
Date: 2019/09/16, 09/23
Slides: lecture-1.pdf
Inter-Lecture: Introduction to ROOT
Date: N/A
Slides: inter-1.pdf
Example codes: example_01.cc / example_02.cc / example_03.cc / example_04.cc /
example_04a.cc / example_05.cc / example_06.cc
Inter-Lecture: Briefing on Random Numbers
Date: 2019/09/23
Slides: inter-2.pdf
Example codes: example_01.cc / example_02.cc / example_03.cc / example_04.cc /
example_04a.cc / example_05.cc / example_05a.cc / example_06.cc / example_06a.cc
Exercise 1
Date: 2019/09/23
Slides: exercise-1.pdf
Lecture 2: Probability Distributions
Date: 2019/10/14, 10/21
Slides: lecture-2.pdf
Example codes: example_01.cc / example_02.cc / example_03.cc / example_04.cc /
example_05.cc / example_06.cc / example_07.cc
Exercise 2
Date: 2019/10/21
Slides: exercise-2.pdf
Materials: exercise_01.root / exercise_02.cc
Inter-Lecture: Fitting with Minuit & RooFit
Date: 2019/10/21, 10/28
Slides: inter-3.pdf
Materials: example_data.root / example_data2.root
Example codes: example_01.cc / example_02.cc / example_03.cc / example_04.cc /
example_04a.cc / example_04b.cc / example_04c.cc / example_05.cc / example_06.cc /
example_06a.cc / example_06b.cc / example_07.cc / example_08.cc / example_08a.cc /
example_08b.cc / example_08c.cc / example_09.cc / example_10.cc / example_10a.cc /
example_11.cc / example_12.cc / example_13.cc / example_13a.cc
Lecture 3: Parameter Estimation
Date: 2019/11/04, 11/11, 11/18
Slides: lecture-3.pdf
Example codes: example_01.cc / example_02.cc / example_03.cc / example_04.cc /
example_05.cc / example_06.cc / example_07.cc / example_08.cc
Exercise 3
Date: 2019/11/25
Slides: exercise-3.pdf
Materials: example_exdata.root / example_signal.root / example_psipi.root / example_psihadrons.root
Lecture 4: Interval Estimation
Date: 2019/11/25, 12/02, 12/09
Slides: lecture-4.pdf
Materials: example_06.root
Example codes: example_01.cc / example_02.cc / example_03.cc / example_04.cc /
example_05.cc / example_06.cc / example_07.cc / example_08.cc / example_09.cc /
example_09a.cc
Exercise 4
Date: 2019/12/23
Slides: exercise-4.pdf
Lecture 5: Hypothesis Test
Date: 2019/12/23, 12/30, 2020/1/6
Slides: lecture-5.pdf
Materials: example_splusb.root / example_bonly.root
Example codes: example_01.cc / example_01a.cc / example_01b.cc / example_02.cc /
example_03.cc / example_04.cc / example_04a.cc