312.240 (21S) Selected Topics in Statistics (Nonparametric Bayesian Statistics)

Sommersemester 2021

Registration deadline has expired.

First course session
04.03.2021 16:00 - 18:00 online Off Campus
... no further dates known

Overview

Due to the COVID-19 pandemic, it may be necessary to make changes to courses and examinations at short notice (e.g. cancellation of attendance-based courses and switching to online examinations).

For further information regarding teaching on campus, please visit: https://www.aau.at/en/corona.
Lecturer
Course title german Selected Topics in Statistics (Nonparametric Bayesian Statistics)
Type Lecture
Course model Online course
Hours per Week 2.0
ECTS credits 3.0
Registrations 13
Organisational unit
Language of instruction English
Course begins on 04.03.2021
eLearning Go to Moodle course

Time and place

Please note that the currently displayed dates may be subject to change due to COVID-19 measures.
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Course Information

Intended learning outcomes

Knowledge of basic nonparametric Bayesian computational methods

Course content

Usage of Dirichlet Processes, Gaussian Processes, etc.  and their extensions as priors and models

MCMC-methods for Bayesian computation with those priors and models

Prior knowledge expected

Knowledge of Bayesian Decision Theory and/or Bayesian Statistics could be an advantage

Examination information

Im Fall von online durchgeführten Prüfungen sind die Standards zu beachten, die die technischen Geräte der Studierenden erfüllen müssen, um an diesen Prüfungen teilnehmen zu können.

Examination methodology

Oral examination

Examination topic(s)

Topics of the lecture

Grading scheme

Grade / Grade grading scheme

Position in the curriculum

  • Thematic Doctoral Programme Modeling-Analysis-Optimization of discrete, continuous and stochastic systems (SKZ: ---, Version: 16W.1)
    • Subject: Modeling-Analysis-Optimization of discrete, continuous and stochastic systems (Compulsory subject)
      • Modeling-Analysis - Optimization of discrete, continuous and stochastic systems ( 0.0h XX / 0.0 ECTS)
        • 312.240 Selected Topics in Statistics (Nonparametric Bayesian Statistics) (2.0h VO / 3.0 ECTS)
  • Bachelorstudium Technische Mathematik (SKZ: 201, Version: 17W.1)
    • Subject: Angewandte Statistik (Compulsory elective)
      • 9.7 Ausgewählte Kapitel der Statistik ( 2.0h VO / 3.0 ECTS)
        • 312.240 Selected Topics in Statistics (Nonparametric Bayesian Statistics) (2.0h VO / 3.0 ECTS)
          Absolvierung im 5., 6. Semester empfohlen
  • Bachelor's degree programme Technical Mathematics (SKZ: 201, Version: 12W.2)
    • Subject: Angewandte Statistik (Compulsory elective)
      • Ausgewählte Kapitel der Statistik ( 3.0h VU / 5.0 ECTS)
        • 312.240 Selected Topics in Statistics (Nonparametric Bayesian Statistics) (2.0h VO / 3.0 ECTS)
  • Masterstudium Mathematics (SKZ: 401, Version: 18W.1)
    • Subject: Applied Statistics (Compulsory elective)
      • 5.7 Selected Topics in Statistics ( 2.0h VO / 3.0 ECTS)
        • 312.240 Selected Topics in Statistics (Nonparametric Bayesian Statistics) (2.0h VO / 3.0 ECTS)
  • Masterstudium Mathematics (SKZ: 401, Version: 18W.1)
    • Subject: Applied Mathematics (Compulsory elective)
      • Lehrveranstaltungen aus den Vertiefungsfächern ( 0.0h XX / 12.0 ECTS)
        • 312.240 Selected Topics in Statistics (Nonparametric Bayesian Statistics) (2.0h VO / 3.0 ECTS)
  • Master's degree programme Technical Mathematics (SKZ: 401, Version: 13W.1)
    • Subject: Angewandte Statistik (Compulsory elective)
      • Ausgewählte Kapitel der Statistik ( 3.0h VU / 5.0 ECTS)
        • 312.240 Selected Topics in Statistics (Nonparametric Bayesian Statistics) (2.0h VO / 3.0 ECTS)
  • Doctoral programme Doctoral programme in Technical Sciences (SKZ: 700, Version: 12W.4)
    • Subject: Studienleistungen gem. § 3 Abs. 2a des Curriculums (Compulsory subject)
      • Studienleistungen gem. § 3 Abs. 2a des Curriculums ( 16.0h XX / 32.0 ECTS)
        • 312.240 Selected Topics in Statistics (Nonparametric Bayesian Statistics) (2.0h VO / 3.0 ECTS)
  • Doctoral programme Doctoral programme in Technical Sciences (SKZ: 786, Version: 12W.4)
    • Subject: Studienleistungen gem. § 3 Abs. 2a des Curriculums (Compulsory subject)
      • Studienleistungen gem. § 3 Abs. 2a des Curriculums ( 16.0h XX / 32.0 ECTS)
        • 312.240 Selected Topics in Statistics (Nonparametric Bayesian Statistics) (2.0h VO / 3.0 ECTS)

Equivalent courses for counting the examination attempts

This course is not assigned to a sequence of equivalent courses