where by W is really a p-by-p matrix of weights whose columns are definitely the eigenvectors of XTX. The transpose of W is typically called the whitening or sphering transformation. One solution, particularly when you'll find powerful correlations concerning distinct feasible explanatory variables, is to cut back them to a couple principal compon