Foundations of Human Social Behavior

 

Computational Neuroeconomics and Neuroscience

Instructor

Prof. Dr. Dr.med. Klaas Enno Stephan

Time and location

Wed, 15:00-16:30                 Room: BLU-304

Course description

This seminar covers a broad variety of mathematical and statistical methods used in contemporary computational neuroscience and neuroeconomics. The presentations range from teaching sessions on mathematical foundations of these methods to discussions of recent publications and ongoing research projects on computational modelling. Topics are chosen in advance and in accordance with the participants' interests and the availability of internal and external speakers. We will examine each topic for several weeks, starting with an overview of the standard knowledge in the field and gradually progressing to state-of-the-art developments in subsequent sessions. Examples of recent and upcoming topics are: free energy and the brain, classification, variational Bayesian methods and model selection. The presentation style is informal and educational. Whiteboard presentations are preferred and the main emphasis is on interaction among the participants for the purpose of developing and discussing new ideas.

Credit points

3.0 ECTS

Language

English

Course registration

If you wish to attend this course, please send an e-mail with your name, address, telephone number, and student ID number (Matrikelnummer) to Tamara Herz.

Contact

Please send your suggestions for the course schedule or any feedback to Lars Kasper.

Course schedule

Date Title Topic Speaker
10-02-2010 Introduction to Bayesian statistics Variational Bayesian methods Christoph Mathys
17-02-2010 No meeting (due to SPM course)
25-02-2010
Thursday, 14:00-15:30!
Variational optimization of the free
energy under the mean field approximation
Variational Bayesian methods Christoph Mathys
03-03-2010 The Laplace approximation Variational Bayesian methods Christoph Mathys
10-03-2010 A combined oculomotor and learning paradigm for high-resolution brainstem fMRI Project presentation Lars Kasper
17-03-2010 No meeting
18-03-2010
Thursday, 14:00-15:30!
Examples of variational calculus and Lagrange multipliers Variational Bayesian methods Christoph Mathys
24-03-2010 High risk for schizophrenia Project presentation Susanne Neufang
(Parmenides Foundation, Munich)
31-03-2010 No meeting
07-04-2010 No meeting
14-04-2010 Computational models of path integration Project presentation Frederike Petzschner (Munich/Würzburg)
21-04-2010 Computational models of perceptual learning in the roving oddball paradigm Falk Lieder
28-04-2010 No meeting
05-05-2010 Project presentation Arko Ghosh & Christian Ruff
12-05-2010 Examples of variational calculus and Lagrange multipliers (cont.) Variational Bayesian methods Christoph Mathys
07-07-2010
14:00-15:30!
Various project presentations
14-07-2010
BLU-003!
Connectomics Tools - ConnectomeViewer and ConnectomeWiki Project Presentation Stephan Gerhard (EPFL & UNIL-CHUV, Lausanne, Switzerland)