Allgemeine Informationen

Veranstaltungsart

Seminar

Semester

WiSe 2014/15

ECTS-Punkte

4

Veranstaltungsnummer

8.3170

Details

Link zur Veranstaltung in StudIP

Dozent*innen

• Prof. Dr. Gordon Pipa

Tutor*innen

• Anna Jungeilges
• Johannes Maria Leugering, M. Sc.

Beschreibung

Matlab programming skills, Foundation of statistical learning, classification, generative Models

Neuronal Decoding is used in different domains of Neuroscience, especially in Brain Computer interfaces. In this course we will use Generative Models to decode information from spike Recordings. The course is structured such that we have formal teaching in the morning and hands on computer exercises based on Python in the late morning and the afternoon. The material will cover basic steps in Spike train modeling as well as an introduction in classification using generative models. Model selection and Regularization will be discussed too. Depending on the number of students we will perform a decoding competition. It is highly recommended to have background in generalized linear models from the neuroinformatics course.

Studienbereiche

• Cognitive Science > Bachelor-Programm
• Cognitive Science > Master-Programm
• Cognitive Science > Promotionsprogramm