Table 3.
Analysis step | Number of features | Feature space |
---|---|---|
Original features | 27,730 | rs-FC |
After outlier removal | 17,614 | rs-FC |
After univariate filtering | 679 | rs-FC |
After principal component analysis | 39 | reduced |
Chosen principal components for classification | 25 | reduced |
The feature space indicates whether the corresponding features were measures of functional connectivity, i.e., rs-FC space or principal components comprised of linear combination of multiple rs-FC features, i.e., reduced space.