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  • Ingrid Karin BlaschzykEmail author
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Abstract

In this work, we refined the statistical analysis for both the histogram rule and localized SVMs. The analysis relied on a simple splitting technique of the input space, which splits the input space in a part in which cells are located close to the decision boundary and in a part in which the cells are sufficiently bounded away from it. This separation was described by a parameter s > 0 and we examined the excess risks on both parts separately.

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© Springer Fachmedien Wiesbaden GmbH, part of Springer Nature 2020

Authors and Affiliations

  1. 1.StuttgartGermany

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