Pre-processing the data
The bitstrings can be pre-processed
- to remove redundant bits
- to eliminate multicollinearity
The Unsupervised Forward Selection (UFS) algorithm developed at Portsmouth can be used for this purpose
- finds & retains the next bit with the lowest correlation with the set of retained bits