QSAR Data Pretreatment

Before performing the actual chemometric analysis in QSAR, the raw data is usually pretreated due
to following reasons:
1. To remove those descriptor whose values remains more or less constant for all compounds,
since they only add computing time without contributing much to the results.
2. To reduce collinearity among the descriptors thereby preventing data over-fitting and aids
in improving the prediction performance of the model.