Title:
Wavelet-Based Estimation of a Discriminant Function
Wavelet-Based Estimation of a Discriminant Function
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Author(s)
Chang, Woojin
Kim, Seong-Hee
Vidakovic, Brani
Kim, Seong-Hee
Vidakovic, Brani
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Abstract
In this paper we consider wavelet-based binary linear classifiers. Both consistency results and implementational issues are addressed. We show that under mild assumptions on the design density wavelet discrimination rules are L₂-consistent. The proposed method is illustrated on synthetic data sets in which the "truth" is known and on an applied discrimination problem from the industrial field.
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Date Issued
2002
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Text
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Technical Report