Metric Approach to Property Prediction

Damijana Keržič

Abstract

This paper surveys dissimilarity functions and weighting properties methods focusing on prediction problem. We discuss some transformations of dissimilarity functions and weighting methods. We can improve the quality of prediction by using two steps in weighting procedures, which is shown in the experiments where we achieved higher prediction accuracy on average using weights in dissimilarity functions than not using them.