Growing decision trees in the presence of indistinguishability: observational decision trees.
Enric Hernández, Jordi Recasens · 2001
Keywords: decision tree, T-indistinguishability in order to incorporate such indistinguishability concerns. operators, observational entropy, uncertainty mea- The main idea is that the occurrence of two different events sures, machine learning. but indistinguishable by the indistinguishability relation defined, will count as the occurrence of the same event when measuring the observational entropy. 1 Introduction. 2 Observational entropy. Decision trees, since their formal appearance within the context of inductive learning [9] have become one of the In this section we will present the definition of obsermost