Methodologies linking patterns from multi-modality datasets
A data set and modality technology, applied in medical science, diagnosis, diagnostic recording/measurement, etc., can solve problems that have not been considered
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[0207] FIG. 7 is a graph depicting a comparison between exact agnostic PLS operation and imprecise agnostic PLS operation. The figure states the eigenvectors of a 29 by 200 random matrix. For this eigenvector, the x-axis is the exact agnostic PLS operation and the y-axis is the imprecise agnostic PLS operation.
[0208] show the exact agnostic PLS operation between modalities seen in Fig. 2B, the imprecise agnostic PLS operation seen in Fig. 6A, the standard univariate SPM procedure seen in Fig. 8A, and the Spatial patterns revealed by voxel-by-voxel multivariate MRI-PET SPM. In addition to the voxel-wise multivariate SPM seen in Figure 8B, MRI and PET findings are shown on the left and right, respectively.
[0209] Motivated by the availability of multiple neuroimaging datasets and particularly by the success of unimodal PLS methods, we propose to extend PLS for analysis of dual imaging datasets. We hypothesize that for increased statistical power, this intermodal PLS can ...
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