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Departement Elektrotechniek ESAT-SISTA/TR 00-47 (2000)  (Make Corrections)  
Tom Schouten, J.A.K. Suykens and Bart De Moor August 2000 Published in Proc....



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Abstract: We discuss the use of multi resolution analysis (MRA) for fast approximate solution of large linear sets of equations arising in least squares support vector machine (LS-SVM) problems. When LS-SVMs are used on a low dimensional input space, the matrix of the linear set exhibits structure that leads to a sparse approximation in the wavelet domain. The amount of structure decreases with increasing dimensionality. We will illustrate this principle by means of a small example. (Update)

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BibTeX entry:   (Update)

@misc{ suykens-departement,
  author = "Tom Schouten Suykens",
  title = "Departement Elektrotechniek ESAT-SISTA/TR 00-47",
  url = "citeseer.ist.psu.edu/617216.html" }
Citations (may not include all citations):
1526   Ten lectures on wavelets (context) - Daubechies - 1992
1291   The nature of statistical learning theory (context) - Vapnik - 1995
947   Statistical learning theory (context) - Vapnik - 1998
297   Fast Wavelet Transforms and Numerical Algorithms (context) - Beylkin, Coifman et al. - 1991
157   The lifting scheme: A construction of second generation wave.. - Sweldens - 1997
76   Building your own wavelets at home - Sweldens, Schroder - 1996
48   Advances in Kernel Methods - Support Vector Learning (context) - Scholkopf, Burges et al. - 1998
38   Least squares support vector machine classifiers - Vandewalle - 1999
38   Least squares support vector machine classifiers: a large sc.. - Lukas, Van Dooren et al. - 1999
37   Ridge Regression Learning Algorithm in Dual Variables - Saunders, Gammerman et al. - 1998
13   LU Factorization of Non-Standard Forms and Direct Multiresol.. (context) - Gines, Beylkin et al. - 1998
12   Nonlinear Modeling: advanced black-box techniques Kluwer Aca.. (context) - Vandewalle, Eds - 1998
12   Baltimore MD: Johns Hopkins University Press (context) - Golub, Van Loan - 1989
6   Multiclass Least Squares Support Vector Machines - Vandewalle - 1999
6   Sparse approximation using least squares support vector mach.. - Lukas, Vandewalle - 2000
4   the Stability of Wavelet Bases in the Lifting Scheme - Simoens, Vandewalle - 2000
4   Benchmarking Least Squares Support Vector Machine Classifier.. - Van Gestel, Suykens et al.
3   Sparse least squares support vector machine classifiers - Lukas, Vandewalle - 2000

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