FB6 Mathematik/Informatik/Physik

Institut für Informatik


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Education Working Group Remote Sensing and Digital Image Analysis

Decoding Neuronal Activity (CS-BWP-NI - Neuroinformatics, CS-BWP-NS - Neuroscience, CS-MP-IDC - Interdisciplinary Course, CS-MWP-NI - Neuroinformatics, CS-MWP-NS - Neuroscience)

Allgemeine Informationen

Veranstaltungsart
Seminar
Semester
WiSe 2019/20
ECTS-Punkte
4
Veranstaltungsnummer
8.3079
Details
Link zur Veranstaltung in StudIP

Beschreibung

Prerequisites: Matlab programming skills, foundations 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 for decoding information from EEG recordings. The course is structured such that we have formal teaching in the morning and hands-on computer exercises in 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 also be discussed. Depending on the number of students we will perform a decoding competition. It is highly recommended to have background knowledge in generalized linear models from the neuroinformatics course or the advanced neuroninformatics course.

Studienbereiche

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

Modulzuordnungen der Veranstaltung

  • Bachelor of Science Informatik > CS-BP-NS - Neurowissenschaft gültig ab WiSe 2019/20
  • Bachelor of Science Mathematik > CS-BP-NS - Neurowissenschaft gültig ab WiSe 2019/20
  • Bachelor of Science Cognitive Science > CS-BP-NS - Neurowissenschaft gültig ab WiSe 2019/20
  • Master of Science Mathematik > CS-BP-NS - Neurowissenschaft gültig ab WiSe 2019/20
  • Bachelor of Science Informatik > CS-BWP-NS - Neurowissenschaft gültig ab WiSe 2019/20
  • Bachelor of Science Mathematik > CS-BWP-NS - Neurowissenschaft gültig ab WiSe 2019/20
  • Bachelor of Science Cognitive Science > CS-BWP-NS - Neurowissenschaft gültig ab WiSe 2019/20
  • Master of Science Mathematik > CS-BWP-NS - Neurowissenschaft gültig ab WiSe 2019/20
  • Bachelor of Science Cognitive Science > CS-BWP-INF - Informatik gültig ab WiSe 2019/20
  • Bachelor of Science Informatik > CS-BWP-NI - Neuroinformatik gültig ab WiSe 2019/20
  • Bachelor of Science Mathematik > CS-BWP-NI - Neuroinformatik gültig ab WiSe 2019/20
  • Bachelor of Science Cognitive Science > CS-BWP-NI - Neuroinformatik gültig ab WiSe 2019/20
  • Master of Science Mathematik > CS-BWP-NI - Neuroinformatik gültig ab WiSe 2019/20