Machine Learning and Signal Processing Tools for BCI

author: Klaus-Robert Müller, Department of Software Engineering and Theoretical Computer Science, Technische Universität Berlin
author: Benjamin Blankertz, Machine Learning and Intelligent Data Analysis Group, TU Berlin
published: Aug. 10, 2009,   recorded: July 2009,   views: 1934
Categories

Slides

Related content

Report a problem or upload files

If you have found a problem with this lecture or would like to send us extra material, articles, exercises, etc., please use our ticket system to describe your request and upload the data.
Enter your e-mail into the 'Cc' field, and we will keep you updated with your request's status.
Lecture popularity: You need to login to cast your vote.
  Bibliography

Description

We will first provide a brief overview of Brain-Computer Interface from a machine learning and signal processing perspective. In particular showing the wealth, the complexity and the difficulties of the data available, a truly enormous challenge: In real-time a multi-variate very strongly noise contaminated data stream is to be processed and neuroelectric activities are to be accurately differentiated. We will then in detail discuss the components of the data analysis chain employed in modern BCI systems, spanning all aspects from preprocessing and feature extraction, adaptive vs. fixed classification and feedback design.

See Also:

Download slides icon Download slides: bbci09_blankertz_muller_mlasp_01.pdf (8.0 MB)


Help icon Streaming Video Help

Link this page

Would you like to put a link to this lecture on your homepage?
Go ahead! Copy the HTML snippet !

Reviews and comments:

Comment1 Elias mnolakos, September 26, 2009 at 3:42 p.m.:

It would be great if the videlectures were provided also in
Quick time format so that they can be played by iPhones using the safari web browser! Why only Windows media player?


Comment2 Rez, February 10, 2010 at 9:05 p.m.:

The lecture stops abruptly. Where is the rest of Klaus's discourse?


Comment3 CeDeROM, January 3, 2012 at 11:34 p.m.:

PLEASE SUPPORT OPEN STANDARDS, HTML5+WEBM ARE OPEN AND AVAILABLE ON ALL PLATFORMS. NEITHER WMV/MOV/H264 NOR FLASH ARE OPEN! :-(

Write your own review or comment:

make sure you have javascript enabled or clear this field: