The aims is to accomplish a fundamental research in the field of multivariate interpolation and polynomial classifiers and to apply the results in many important fields of interests: data minnimg,web classification of documents another output will be a software system oriented on solving the problems related to multivariate interpolation.We will give new hybrid classifiers obtained by using multivariate interpolation and we will make a comparison between our classifiers and the classical ones.