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ADAPTIVE FREE-KNOT SPLINES AND INFERENCE | Free-knot splines and adaptive model selection | Satoshi Miyata | Taschenbuch | Englisch | VDM Verlag Dr. Müller | EAN 9783639173451 - Miyata, Satoshi
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Miyata, Satoshi:

ADAPTIVE FREE-KNOT SPLINES AND INFERENCE | Free-knot splines and adaptive model selection | Satoshi Miyata | Taschenbuch | Englisch | VDM Verlag Dr. Müller | EAN 9783639173451 - Paperback

ISBN: 9783639173451

[ED: Taschenbuch], [PU: VDM Verlag Dr. Müller], In this book, we propose a function estimation procedure using adaptive free-knot splines (AFKS) and associated algorithm for implementatio… More...

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ADAPTIVE FREE-KNOT SPLINES AND INFERENCE / Free-knot splines and adaptive model selection / Satoshi Miyata / Taschenbuch / Englisch / VDM Verlag Dr. Müller / EAN 9783639173451 - Miyata, Satoshi
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Miyata, Satoshi:

ADAPTIVE FREE-KNOT SPLINES AND INFERENCE / Free-knot splines and adaptive model selection / Satoshi Miyata / Taschenbuch / Englisch / VDM Verlag Dr. Müller / EAN 9783639173451 - Paperback

ISBN: 9783639173451

[ED: Taschenbuch], [PU: VDM Verlag Dr. Müller], In this book, we propose a function estimation procedure using adaptive free-knot splines (AFKS) and associated algorithm for implementatio… More...

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ADAPTIVE FREE-KNOT SPLINES AND INFERENCE / Free-knot splines and adaptive model selection / Satoshi Miyata / Taschenbuch / Englisch / VDM Verlag Dr. Müller / EAN 9783639173451 - Miyata, Satoshi
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Miyata, Satoshi:
ADAPTIVE FREE-KNOT SPLINES AND INFERENCE / Free-knot splines and adaptive model selection / Satoshi Miyata / Taschenbuch / Englisch / VDM Verlag Dr. Müller / EAN 9783639173451 - Paperback

ISBN: 9783639173451

[ED: Taschenbuch], [PU: VDM Verlag Dr. Müller], In this book, we propose a function estimation procedure using adaptive free-knot splines (AFKS) and associated algorithm for implementatio… More...

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ADAPTIVE FREE-KNOT SPLINES AND INFERENCE - Satoshi Miyata
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Satoshi Miyata:
ADAPTIVE FREE-KNOT SPLINES AND INFERENCE - Paperback

ISBN: 9783639173451

*ADAPTIVE FREE-KNOT SPLINES AND INFERENCE* - Free-knot splines and adaptive model selection / Taschenbuch für 48.99 € / Aus dem Bereich: Bücher, Wissenschaft, Mathematik Medien > Bücher n… More...

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ADAPTIVE FREE-KNOT SPLINES AND INFERENCE - Satoshi Miyata
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ADAPTIVE FREE-KNOT SPLINES AND INFERENCE - Paperback

ISBN: 9783639173451

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ADAPTIVE FREE-KNOT SPLINES AND INFERENCE
Author:
Title:
ISBN:

3639173457


In this book, we propose a function estimation procedure using adaptive free-knot splines (AFKS) and associated algorithm for implementation in nonparametric regression. Knot selection is extremely important for estimating a function with complicated structure by spline functions. The AFKS allows variable knot numbers and replacements of knots at any locations and multiple knots at the same location. This flexibility leads to an adaptive spline estimator that adapts to any function with inhomogeneous smoothness, including a sharp kink or discontinuity, which substantially improves the representation power of splines. A new knot selection scheme is proposed, by utilizing an adaptive model selection criterion (AMSC) and an Evolutionary Algorithm (EA). The AMSC guards against the selection error in searching through a large candidate knot space, while the EA enables us to search the global minima of AMSC. The performance of the AFKS is examined via simulations, which demonstrates its superiority over the existing spline methods and wavelet estimators. This book would be useful for researchers who analyze real and complex data structures.

Details of the book - ADAPTIVE FREE-KNOT SPLINES AND INFERENCE


EAN (ISBN-13): 9783639173451
ISBN (ISBN-10): 3639173457
Hardcover
Paperback
Publishing year: 2009
Publisher: VDM Verlag Dr. Müller
108 Pages
Weight: 0,180 kg
Language: eng/Englisch

Book in our database since 2009-11-19T18:32:09+00:00 (London)
Detail page last modified on 2024-02-01T22:35:37+00:00 (London)
ISBN/EAN: 3639173457

ISBN - alternate spelling:
3-639-17345-7, 978-3-639-17345-1
Alternate spelling and related search-keywords:
Book author: miyata, satoshi
Book title: free, knot, satoshi

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