Machine Learning and Statistics: The Interface

Abstract

Statistical Properties of Tree-Based Approaches to Classification The Decision Tree Algorithm CAL5 Based on a Statistical Approach to its Splitting Algorithm Probabilistic Symbolic Classifiers: An Empirical Comparison from a Statistical Perspective A Multistrategy Approach to Learning Multiple Dependent Concepts Quality of Decision Rules - Definition and Classification Schemes for Multiple Rules DIPOL - A Hybrid Piecewise Linear Classifier Combining Classification Procedures Distance-based Decision Trees Learning Fuzzy Controllers from Examples Some Developments in Statistical Credit Scoring Combination of Statistical and Other Learning Methods to Predict Financial Time Series.