Hybrid wavelet-support vector classification of waveforms

DOI10.1016/S0377-0427(02)00557-5zbMath1013.65148OpenAlexW2071244874MaRDI QIDQ1860453

Daniel J. Strauss, Gabriele Drauschke

Publication date: 23 February 2003

Published in: Journal of Computational and Applied Mathematics (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/s0377-0427(02)00557-5

zbMATH Keywords

performancewaveletsalgorithmreproducing kernel Hilbert spacesradial basis functionsframessupport vector machinesmachine learningmedical diagnosticswaveform recognitionadapted filter banksendocardial electrogramsotoacoustic emisions

Mathematics Subject Classification ID

Learning and adaptive systems in artificial intelligence (68T05) Biomedical imaging and signal processing (92C55) Neural networks for/in biological studies, artificial life and related topics (92B20) Numerical methods for wavelets (65T60)

Related Items (6)

\(n\)-best kernel approximation in reproducing kernel Hilbert spaces ⋮ DUAL-TREE COMPLEX WAVELET TRANSFORM IN THE FREQUENCY DOMAIN AND AN APPLICATION TO SIGNAL CLASSIFICATION ⋮ Approximate solutions of fuzzy differential equations of fractional order using modified reproducing kernel Hilbert space method ⋮ Estimation of the misclassification error for multicategory support vector machine classification ⋮ Supervised Learning by Support Vector Machines ⋮ Efficient wavelet adaptation for hybrid wavelet -- large margin classifiers

Uses Software

• SVMlight

Cites Work

• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Factoring wavelet transforms into lifting steps
• Multistep scattered data interpolation using compactly supported radial basis functions
• Piecewise polynomial, positive definite and compactly supported radial functions of minimal degree
• Some results on Tchebycheffian spline functions and stochastic processes
• Ten Lectures on Wavelets
• The discrete wavelet transform: wedding the a trous and Mallat algorithms
• Parametrization of compactly supported orthonormal wavelets
• Complex wavelets for shift invariant analysis and filtering of signals

This page was built for publication: Hybrid wavelet-support vector classification of waveforms