Graphic STI
logo EPFL
Text EPFL
english only
Biomedical Imaging Group
Student Project: Yvette Bohraus
BIG > Teaching > Student Project > Yvette Bohraus

Decision Maps for Tonotopic Organization as revealed by fMRI

Yvette BohrausSemester project
Life Science Section, EPFLJanuary 2008

 

CONTENTS

Abstract

In this project, we used functional Magnetic Resonance Imaging (fMRI) data for a single-subject experiment to investigate brain activation patterns following auditory stimulation. Stimulation consisted of tones with four different frequencies, presented through a special headphone. Thanks to the multivariate machine learning algorithm called "Support Vector Machines" (SVM) as well as the application of statistical methods, such as t-testing and non-parametric permutation testing, important voxels for the classification task have been determined for each stimulation frequency. This allowed us to finally visualize several decision maps for tonotopic organization of the human auditory cortex. An illustration is shown in the figure shown below:

 


Activation pattern of the four frequencies where the stimulus frequency increases from frequency 1 (blue) to frequency 4 (red).

webmaster.big@epfl.ch • 27.02.2008