<p>(<i>A</i>) Penalized cross validation error for task-related (blue) and non-task-related (red) ROIs. (<i>B</i>) Penalized prediction error curve for the left DLPFC, smoothed by a Gaussian kernel (cyan). A minimum (non-penalized) prediction error of 0.327 = 0.505/(1 + ξ<i>p</i>/log<i>n</i>) was obtained for the overall separation of the six cognitive task stages; <i>p</i> is the number of voxels for this ROI (left DLPFC), <i>n</i> is the number of time points, and ξ = 1. (<i>C</i>) The most predictive voxels (marked in red) selected from a combined ROI mask (blue regions) were distributed across the DLPFC, OFC, ACC and hippocampus.</p
<p>Subjects were randomly assigned to the training or validation set. All training, including tuning...
<p>Please note that only clusters surviving the extent threshold of 22 voxels are reported, as revea...
<p>* voxel size = 2x2x2 mm<sup>3</sup></p><p>Brain regions correlating with the BOLD time-course pre...
Highest accuracies (in dark red) were reached using only the top 1–3% of voxel active for each condi...
<p>Panel A presents the voxels within the entire brain that showed an increased response in the high...
<p>(A) Anatomic overlays show associative memory regions (hits > errors) exhibiting task-selective e...
<p>This avoids the problem seen with sLASSO, where single voxels may erroneously suggest that brain ...
<p>Mean classification accuracy across participants, trained using three runs, as a function of the ...
<p>(a) Model estimation. We used training images as input channels to estimate the encoding model of...
Voxel-wise group analysis is presented as a novel feature selection (FS) technique for a deep learni...
For individual p-value thresholds (left), most liberal to most conservative thresholds are displayed...
International audienceThe prediction of behavioral covariates from functional MRI (fMRI) is known as...
<p>A: Distribution of number of voxels that were found to be tuned for one of the four conditions. H...
<p>In the former analysis, classification performance was significantly better than chance in left D...
<p>This is indicated by the selection frequency of the same brain areas during the cross validation....
<p>Subjects were randomly assigned to the training or validation set. All training, including tuning...
<p>Please note that only clusters surviving the extent threshold of 22 voxels are reported, as revea...
<p>* voxel size = 2x2x2 mm<sup>3</sup></p><p>Brain regions correlating with the BOLD time-course pre...
Highest accuracies (in dark red) were reached using only the top 1–3% of voxel active for each condi...
<p>Panel A presents the voxels within the entire brain that showed an increased response in the high...
<p>(A) Anatomic overlays show associative memory regions (hits > errors) exhibiting task-selective e...
<p>This avoids the problem seen with sLASSO, where single voxels may erroneously suggest that brain ...
<p>Mean classification accuracy across participants, trained using three runs, as a function of the ...
<p>(a) Model estimation. We used training images as input channels to estimate the encoding model of...
Voxel-wise group analysis is presented as a novel feature selection (FS) technique for a deep learni...
For individual p-value thresholds (left), most liberal to most conservative thresholds are displayed...
International audienceThe prediction of behavioral covariates from functional MRI (fMRI) is known as...
<p>A: Distribution of number of voxels that were found to be tuned for one of the four conditions. H...
<p>In the former analysis, classification performance was significantly better than chance in left D...
<p>This is indicated by the selection frequency of the same brain areas during the cross validation....
<p>Subjects were randomly assigned to the training or validation set. All training, including tuning...
<p>Please note that only clusters surviving the extent threshold of 22 voxels are reported, as revea...
<p>* voxel size = 2x2x2 mm<sup>3</sup></p><p>Brain regions correlating with the BOLD time-course pre...