A theoretical and experimental account of n-tuple classifier performance

Rohwer, Richard and Morciniec, Michal (1996). A theoretical and experimental account of n-tuple classifier performance. Neural Computation, 8 (3), pp. 629-642.

Abstract

The n-tuple recognition method is briefly reviewed, summarizing the main theoretical results. Large-scale experiments carried out on Stat-Log project datasets confirm this method as a viable competitor to more popular methods due to its speed, simplicity, and accuracy on the majority of a wide variety of classification problems. A further investigation into the failure of the method on certain datasets finds the problem to be largely due to a mismatch between the scales which describe generalization and data sparseness.

Divisions: ?? 13770100JJ ??
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Uncontrolled Keywords: n-tuple recognition,StatLog
Published Date: 1996-04

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