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Optimal spatial regularisation of autocorrelation estimates in fMRI analysis.

Abstract：

:In the General Linear Model (GLM) framework for the statistical analysis of fMRI data, the problem of temporal autocorrelations in the residual signal (after regression) has been frequently addressed in the open literature. There exist various methods for correcting the ensuing bias in the statistical testing, among which the prewhitening strategy, which uses a prewhitening matrix for rendering the residual signal white (i.e., without temporal autocorrelations). This correction is only exact when the autocorrelation structure of the noise-generating process is accurately known, and the estimates derived from the fMRI data are too noisy to be used for correction. Recently, Worsley and co-workers proposed to spatially smooth the noisy autocorrelation estimates, effectively reducing their variance and allowing for a better correction. In this article, a systematic study into the effect of the smoothing kernel width is performed and a method is introduced for choosing this bandwidth in an "optimal" manner. Several aspects of the prewhitening strategy are investigated, namely the choice of the autocorrelation estimate (biased or unbiased), the accuracy of the estimates, the degree of spatial regularisation and the order of the autoregressive model used for characterising the noise. The proposed method is extensively evaluated on both synthetic and real fMRI data.

journal_name

Neuroimage

journal_title

NeuroImage

authors

Gautama T,Van Hulle MM

doi

10.1016/j.neuroimage.2004.07.048

keywords:

subject

Has Abstract

pub_date

2004-11-01 00:00:00

pages

1203-16

issue

3

eissn

1053-8119

issn

1095-9572

pii

S1053-8119(04)00423-9

journal_volume

23

pub_type

杂志文章

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