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help > Compcor:Is linear trend removed prior to pca?
Sep 17, 2015 02:09 PM | Immanuel Elbau - MPI Psychiatry
Compcor:Is linear trend removed prior to pca?
Hi Alfonso,
I have a question regarding the aCompCor implemantation in CONN:
In the Bhezadi et al.(2007) paper the authors describe that they removed the linear trend from the time series prior to performing pca within the respective ROI, wm or csf: ("Voxel time series from the noise ROI (either anatomical or tSTD) were placed in a matrix M of size N×m, with time along the row dimension and voxels along the column dimension. The constant and linear trends of the columns in the matrix M were removed prior to column-wise variance normalization. The covariance matrix C=MMT was constructed and decomposed into its principal components using a singular value decomposition.")
Is this step implemented in CONN? Also, is it necessary?
Thank you in advance!
Best,
Immanuel
I have a question regarding the aCompCor implemantation in CONN:
In the Bhezadi et al.(2007) paper the authors describe that they removed the linear trend from the time series prior to performing pca within the respective ROI, wm or csf: ("Voxel time series from the noise ROI (either anatomical or tSTD) were placed in a matrix M of size N×m, with time along the row dimension and voxels along the column dimension. The constant and linear trends of the columns in the matrix M were removed prior to column-wise variance normalization. The covariance matrix C=MMT was constructed and decomposed into its principal components using a singular value decomposition.")
Is this step implemented in CONN? Also, is it necessary?
Thank you in advance!
Best,
Immanuel
Threaded View
Title | Author | Date |
---|---|---|
Immanuel Elbau | Sep 17, 2015 | |
Alfonso Nieto-Castanon | Sep 17, 2015 | |
Immanuel Elbau | Nov 15, 2015 | |
Alfonso Nieto-Castanon | Nov 16, 2015 | |
Immanuel Elbau | Oct 21, 2015 | |