<p>A) Comparison between statistical dependence measured with standard functional connectivity (‘univariate dependence’, blue), univariate dependence with leave-one-out predictions (red), and multivariate dependence with leave-one-out predictions (MVPD, yellow) at a voxelwise FWE-corrected threshold <i>p</i> < 0.05. Predicting independent data is a more stringent test of dependence: univariate dependence with leave-one-out predictions individuates fewer significant voxels than standard functional connectivity. Despite the stringent criterion imposed by independent predictions, MVPD with leave-one-out predictions outperforms both univariate dependence methods, identifying significant statistical dependence with regions of posterior cingulate...
© 2019 Li et al. Noise is a major challenge for the analysis of fMRI data in general and for connect...
Noise is a major challenge for the analysis of fMRI data in general and for connectivity analyses in...
<p>The brain regions with a voxel-wise positive linear dependence (<i>P</i><.05, FWE corrected) betw...
<p>A) Regions with cross-validated R-squared above 5%, as measured by MVPD with 1, 2 and 3 principal...
<p>A) Similarity matrix between the whole-brain maps of values obtained with MVPD for each particip...
When we perform a cognitive task, multiple brain regions are engaged. Understanding how these region...
When we perform a cognitive task, multiple brain regions are engaged. Understanding how these region...
When we perform a cognitive task, multiple brain regions are engaged. Understanding how these region...
Abstract. For multivariate data, dependence beyond pair-wise can be important. This is true, for exa...
Analysis of Receiver Operating Characteristic curves evaluating between-group differences in functio...
Analysis of Receiver Operating Characteristic curves evaluating between-group differences in functio...
We discuss reproducing kernel Hilbert space (RKHS)-based measures of statistical dependence, with em...
For each voxel, fc-MVPA analyses compute the functional connectivity maps between this seed/source v...
We discuss reproducing kernel Hilbert space (RKHS)-based measures of statistical dependence, with em...
We discuss reproducing kernel Hilbert space (RKHS)-based measures of statistical dependence, with em...
© 2019 Li et al. Noise is a major challenge for the analysis of fMRI data in general and for connect...
Noise is a major challenge for the analysis of fMRI data in general and for connectivity analyses in...
<p>The brain regions with a voxel-wise positive linear dependence (<i>P</i><.05, FWE corrected) betw...
<p>A) Regions with cross-validated R-squared above 5%, as measured by MVPD with 1, 2 and 3 principal...
<p>A) Similarity matrix between the whole-brain maps of values obtained with MVPD for each particip...
When we perform a cognitive task, multiple brain regions are engaged. Understanding how these region...
When we perform a cognitive task, multiple brain regions are engaged. Understanding how these region...
When we perform a cognitive task, multiple brain regions are engaged. Understanding how these region...
Abstract. For multivariate data, dependence beyond pair-wise can be important. This is true, for exa...
Analysis of Receiver Operating Characteristic curves evaluating between-group differences in functio...
Analysis of Receiver Operating Characteristic curves evaluating between-group differences in functio...
We discuss reproducing kernel Hilbert space (RKHS)-based measures of statistical dependence, with em...
For each voxel, fc-MVPA analyses compute the functional connectivity maps between this seed/source v...
We discuss reproducing kernel Hilbert space (RKHS)-based measures of statistical dependence, with em...
We discuss reproducing kernel Hilbert space (RKHS)-based measures of statistical dependence, with em...
© 2019 Li et al. Noise is a major challenge for the analysis of fMRI data in general and for connect...
Noise is a major challenge for the analysis of fMRI data in general and for connectivity analyses in...
<p>The brain regions with a voxel-wise positive linear dependence (<i>P</i><.05, FWE corrected) betw...