Introducing a 'Difficulty Factor' for Dataset Bi-classification using SVM

摘要

This paper analyses the difficulty associated to the task of binary classification when a Support Vector Machine is employed for the construction of the classifier. Derived from a business management framework, an index is introduced in terms of the Lagrange multipliers and the number of support vectors.