We carry out the experimental study with several well known algorithms of the literature such as Support Vector Machines,Decision Trees, Instance Based Learning or Rule Based Systems.
We will show, supported by several statistic alanalyses,the goodness of the binarization techniques with respect to the base classifiers and finally we will point out the most robust techniques within this framework.