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A hybrid classifier based on boxes and nearest neighbors

Anthony, Martin and Ratsaby, Joel (2014) A hybrid classifier based on boxes and nearest neighbors. Discrete Applied Mathematics, 172. pp. 1-11. ISSN 0166-218X

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Identification Number: 10.1016/j.dam.2014.02.018


In this paper we analyse the generalization performance of a type of binary classifier defined on the unit cube. This classifier combines some of the aspects of the standard methods that have been used in the logical analysis of data (LAD) and geometric classifiers, with a nearest-neighbor paradigm. We assess the predictive performance of the new classifier in learning from a sample, obtaining generalization error bounds that improve as a measure of `robustness' of the classifier on the training sample increases.

Item Type: Article
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Additional Information: © 2014 Elsevier B.V.
Divisions: Mathematics
Subjects: Q Science > QA Mathematics
Q Science > QA Mathematics > QA75 Electronic computers. Computer science
Date Deposited: 26 Mar 2014 08:17
Last Modified: 16 May 2024 01:50

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