This report presents the best possible QSPR models for predicting the
solubility of aliphatic alcohols in water that can be obtained with no
n-orthogonalized valence-connectivity basis. The corresponding models
with orthogonalized basis, ordered in the usual manner, are also given
. However, both models are statistically equivalent. Therefore, we pro
posed a novel approach to the QSPR modelling, which is based on the co
nsideration of all possible orthogonalization orderings of the valence
-connectivity basis and dominant descriptor analysis. This novel proce
dure produced models that are better than the empirical models of Amid
on et al. and the Kier-Hall models when considering the same source of
experimental data.