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12302-01 - Lecture: Introduction to Bayesian Statistics 2 CP

Semester spring semester 2021
Course frequency Every 2nd spring sem
Lecturers Kai Hencken (k.hencken@unibas.ch, Assessor)
Content Introduction to Bayesian Statistics and its foundations.
Statistical inference from the posterior information, predictions etc.
Selection of priors: Conjugate Priors, noninformative priors.
Statistical decision theory and its relation to point estimates
Numerical methods for Bayesian statistics, especially using MCMC libraries.
Learning objectives Foundations of Bayesian Statistics and its interpretation of probability.
Statistical Inference from posterior distribution.
Different possibilities for prior information.
Statistical decision theory
Bibliography will be announced in the lecture
Comments the lecture is given using recorded screencasts in combination with the lecture on Monda used to discuss the content, the exercises and possible additional topics.
Indepdendent of the further development of the restrictions, the lecture will be held (only) online).

 

Admission requirements Basic Calculus
some basic knowledge in programming (Python, R, Matlab, etc. ...)
Language of instruction English
Use of digital media No specific media used
Course auditors welcome

 

Interval Weekday Time Room
wöchentlich Monday 16.00-18.00 - Online Präsenz -

Dates

Date Time Room
Monday 01.03.2021 16.00-18.00 - Online Präsenz -, --
Monday 08.03.2021 16.00-18.00 - Online Präsenz -, --
Monday 15.03.2021 16.00-18.00 - Online Präsenz -, --
Monday 22.03.2021 16.00-18.00 - Online Präsenz -, --
Monday 29.03.2021 16.00-18.00 - Online Präsenz -, --
Monday 05.04.2021 16.00-18.00 Ostern
Monday 12.04.2021 16.00-18.00 - Online Präsenz -, --
Monday 19.04.2021 16.00-18.00 - Online Präsenz -, --
Monday 26.04.2021 16.00-18.00 - Online Präsenz -, --
Monday 03.05.2021 16.00-18.00 - Online Präsenz -, --
Monday 10.05.2021 16.00-18.00 - Online Präsenz -, --
Monday 17.05.2021 16.00-18.00 - Online Präsenz -, --
Monday 24.05.2021 16.00-18.00 Pfingstmontag
Monday 31.05.2021 16.00-18.00 - Online Präsenz -, --
Modules Module Specialisation: Physics (Master's Studies: Nanosciences)
Module: Specialisation (Master's Studies: Physics)
Assessment format continuous assessment
Assessment details Exercises accompanying the lecture
Assessment registration/deregistration Reg.: course registration, dereg: cancel course registration
Repeat examination no repeat examination
Scale 1-6 0,5
Repeated registration as often as necessary
Responsible faculty Faculty of Science, studiendekanat-philnat@unibas.ch
Offered by Departement Physik

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