A novel hierarchical orthogonalization procedure is described for a se
t of partially ordered molecular descriptors to be used in making stat
istical correlations within a given data set. Relations to least-squar
es fitting and principal components analysis are noted. An illustrativ
e application is made to alkane properties expanded in terms of subgra
ph counts. (C) 1997 John Wiley & Sons, Inc.