fmri: biological basis and experiment design lecture 24: glm in all its glory
DESCRIPTION
fMRI: Biological Basis and Experiment Design Lecture 24: GLM in all its glory. Previously. Assumed shape of HIRF, analysis for single voxel. =. X. time. Previously. voxels. Assumed shape of HIRF, analysis in many voxels. X. =. time. voxels. Today. - PowerPoint PPT PresentationTRANSCRIPT
fMRI: Biological Basis and Experiment DesignLecture 24: GLM in all its glory
Previously ...
X =
time
Assumed shape of HIRF, analysis for single voxel
Previously ...
X =
time
voxels
voxels
Assumed shape of HIRF, analysis in many voxels
Today
x =
time
Estimate shape of HIRF (single voxel)
Design matrix
time
stim 1 stim 2 stim 3 baseline trends, etc.stim
1stim
2stim
3
Assuming HIRF: Not assuming HIRF:
Regression coefficients
stim 1
Assuming HIRF: Not assuming HIRF:
stim 2
stim 3
trend 1
trend 2
trend 3
stim 1
stim 2
stim 3
trends
Example 1: Slow ER, "same" HIRFs, no trends
no trends
A x
Data simulation: A*x + noise
Example 1: Slow ER, "same" HIRFs, no trends
Example 1: Slow ER, "same" HIRFs, no trends
Example 2: Slow ER, "same" HIRFs, trends
Example 2: Slow ER, "same" HIRFs, trends
Example 3: Rapid ER, "same" HIRFs, no trends
Example 3: Rapid ER, "same" HIRFs, no trends
Example 4: Rapid ER, diff. HIRFs, no trends
Example 4: Rapid ER, diff. HIRFs, no trends
Example 5: Rapid ER, diff. HIRFs, trends
Example 5: Rapid ER, diff. HIRFs, trends
Example 6: Block design, diff. HIRFs, trends
Example 6: Block design, diff. HIRFs, trends