Cause-effect relationships and partially defined Boolean functions
Annals of Operations Research
Machine Learning
An Implementation of Logical Analysis of Data
IEEE Transactions on Knowledge and Data Engineering
A system for induction of oblique decision trees
Journal of Artificial Intelligence Research
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Following the general principles of the logical analysis of data methodology, originally developed for the case of binary data, we define a similar approach for the analysis of numerical data. The central concepts of this methodology are those of homogeneous boxes and of saturated systems of homogeneous boxes. The box-clustering heuristic described in this paper is efficient and was applied successfully for the analysis of datasets concerning breast tumors, oil exploration and diabetes.