Title
Modeling adaptation effects in fMRI analysis.
Abstract
The standard general linear model (GLM) for rapid event-related fMRI design protocols typically ignores reduction in hemodynamic responses in successive stimuli in a train due to incomplete recovery from the preceding stimuli. To capture this adaptation effect, we incorporate a region-specific adaptation model into GLM. The model quantifies the rate of adaptation across brain regions, which is of interest in neuroscience. Empirical evaluation of the proposed model demonstrates its potential to improve detection sensitivity. In the fMRI experiments using visual and auditory stimuli, we observed that the adaptation effect is significantly stronger in the visual area than in the auditory area, suggesting that we must account for this effect to avoid bias in fMRI detection.
Year
DOI
Venue
2009
10.1007/978-3-642-04268-3_124
MICCAI
Keywords
Field
DocType
fmri detection,auditory stimulus,standard general linear model,auditory area,rapid event-related fmri design,fmri analysis,region-specific adaptation model,fmri experiment,modeling adaptation effects,adaptation effect,detection sensitivity,computer simulation,hemodynamic response,general linear model,magnetic resonance imaging,brain mapping,algorithms
Brain mapping,Auditory stimuli,Auditory area,Haemodynamic response,General linear model,Computer science,Speech recognition,Stimulus (physiology)
Conference
Volume
Issue
ISSN
12
Pt 1
0302-9743
Citations 
PageRank 
References 
0
0.34
5
Authors
5
Name
Order
Citations
PageRank
Wanmei Ou11067.65
Tommi Raij2233.86
Fa-Hsuan Lin324624.33
Polina Golland41690114.38
Matti Hämäläinen5911140.69