MT5731
Advanced Bayesian Inference
2019-2020
15
7
SCQF level 11
1
Academic year(s): 2019-2020
SCOTCAT credits : 15
ECTS credits : 7
Level : SCQF level 11
Semester: 1
Availability restrictions: Not automatically available to General Degree students
Planned timetable:
This module examines the Bayesian framework for analysing statistical problems, including an introduction to the latest theoretical and practical developments in the field. The syllabus includes Bayes' theorem, standard inference for conjugate Bayesian analyses, prediction, model comparison, principles of Bayesian computational techniques and software, and Markov chain Monte Carlo theory and applications. Instruction of advanced aspects of the Bayesian framework theory and its application is carried out by guided independent study, involving completion of a substantial project.
Pre-requisite(s): Before taking this module you must pass MT3507 or pass MT3508
Anti-requisite(s): You cannot take this module if you take MT4531 or take MT5831
Weekly contact: 2.5 hours of lectures (10 weeks), 1-hour tutorial (9 weeks);
Scheduled learning hours: 35
Guided independent study hours: 120
As used by St Andrews: 2-hour written examination = 60%, coursework = 40%.
As defined by QAA
Written examinations : 80%
Practical examinations : 0%
Coursework: 20%
Re-assessment: 2-hour written examination = 60%, Coursework = 40%
Module coordinator: Dr M Papathomas
Module teaching staff: Dr Michail Papathomas, Dr Giorgos Minas
Module coordinator email M.Papathomas@st-andrews.ac.uk