Learning by Scaling

Name: Learning by Scaling
Brand: VDM Verlag Dr. Müller
SKU: 9783639190229
Price: 48.52 EUR
Availability: InStock

Learning by Scaling: Classification with Varying Gaussians, Parzen Windows, and Moving Least-square Method

Autor: Daohong Xiang

Jazyk:

Väzba: Brožovaná

Vydavateľ: VDM Verlag Dr. Müller

Dostupnosť: U vydavateľa na objednávku

Odosielame za 17-27 dní

48.52 €

Learning theory is the mathematical foundation of machine learning. In this book we are interested i...

Informácie o knihe

Autor

Daohong Xiang

Jazyk

Angličtina

Väzba

Kniha - Brožovaná

Vydalo

2009

Stránok

EAN

9783639190229

Enbook ID

06827135

Vydavateľ

VDM Verlag Dr. Müller

Hmotnosť

130

Rozmery

150 x 220 x 5

Kompletný popis

Learning theory is the mathematical foundation of machine learning. In this book we are interested in learning multi-scale structures of data and functions from examples. Our main goal is to give solid mathematical foundations to three families of concrete learning algorithms generated by means of the scaling operator. The main motivation for introducing scaling to learning theory is to learn function features or information with different frequency components when the scaling parameter changes, as done for signal processing or image compression in wavelet analysis. Since the scaling parameter varies, learning algorithms provide richer information but the analysis becomes more involved. In this book, we mainly consider three algorithms including classification with varying Gaussian kernels, Parzen windows and moving least-square methods. The analysis should help shed some light on multi-task learning and sparsity learning from a wavelet point of view. The learning theory issues and mathematical analysis conducted for the learning algorithms addressed in this book should be useful and helpful to students and researchers interested in learning theory.

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Learning by Scaling

Learning by Scaling: Classification with Varying Gaussians, Parzen Windows, and Moving Least-square Method

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