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Practical Smoothing : The Joys of P-splines
Language: English
Published by Cambridge University Press, 2021
ISBN 10: 1108482953 ISBN 13: 9781108482950
Condition: New.
-
Practical Smoothing: The Joys of P-splines
Language: English
Published by Cambridge University Press, 2021
ISBN 10: 1108482953 ISBN 13: 9781108482950
Condition: New.
-
Practical Smoothing : The Joys of P-splines
Language: English
Published by Cambridge University Press, 2021
ISBN 10: 1108482953 ISBN 13: 9781108482950
Condition: As New. Unread book in perfect condition.
-
Practical Smoothing
Language: English
Published by Cambridge University Press, GB, 2021
ISBN 10: 1108482953 ISBN 13: 9781108482950
Seller: Rarewaves.com USA, London, LONDO, United Kingdom
Seller rating 5 out of 5 stars
Hardback. Condition: New. This is a practical guide to P-splines, a simple, flexible and powerful tool for smoothing. P-splines combine regression on B-splines with simple, discrete, roughness penalties. They were introduced by the authors in 1996 and have been used in many diverse applications. The regression basis makes it straightforward to handle non-normal data, like in generalized linear models. The authors demonstrate optimal smoothing, using mixed model technology and Bayesian estimation, in addition to classical tools like cross-validation and AIC, covering theory and applications with code in R. Going far beyond simple smoothing, they also show how to use P-splines for regression on signals, varying-coefficient models, quantile and expectile smoothing, and composite links for grouped data. Penalties are the crucial elements of P-splines; with proper modifications they can handle periodic and circular data as well as shape constraints. Combining penalties with tensor products of B-splines extends these attractive properties to multiple dimensions. An appendix offers a systematic comparison to other smoothers.
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Practical Smoothing: The Joys of P-splines
Language: English
Published by Cambridge University Press 2021-03-18, 2021
ISBN 10: 1108482953 ISBN 13: 9781108482950
Hardcover. Condition: New.
-
Practical Smoothing: The Joys of P-splines
Language: English
Published by Cambridge University Press, 2021
ISBN 10: 1108482953 ISBN 13: 9781108482950
Seller: Ria Christie Collections, Uxbridge, United Kingdom
Seller rating 5 out of 5 stars
£ 63.10
£ 11.98 shipping
Ships from United Kingdom to U.S.A.Quantity: Over 20 available
Add to basketCondition: New. In.
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Practical Smoothing : The Joys of P-splines
Language: English
Published by Cambridge University Press, 2021
ISBN 10: 1108482953 ISBN 13: 9781108482950
Seller: GreatBookPricesUK, Woodford Green, United Kingdom
Seller rating 5 out of 5 stars
Condition: New.
-
Practical Smoothing : The Joys of P-splines
Language: English
Published by Cambridge University Press, 2021
ISBN 10: 1108482953 ISBN 13: 9781108482950
Seller: GreatBookPricesUK, Woodford Green, United Kingdom
Seller rating 5 out of 5 stars
Condition: As New. Unread book in perfect condition.
-
Practical Smoothing: The Joys of P-splines
Language: English
Published by Cambridge University Press CUP, 2021
ISBN 10: 1108482953 ISBN 13: 9781108482950
Condition: New.
-
Practical Smoothing: The Joys of P-splines
Language: English
Published by Cambridge University Press, 2021
ISBN 10: 1108482953 ISBN 13: 9781108482950
Hardcover. Condition: Brand New. 199 pages. 9.00x6.00x0.50 inches. In Stock.
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Condition: New. P-splines are widely used in statistics and machine learning for smoothing out noise in data and to avoid overtraining. This practical guide covers theory and a range of standard and non-standard applications with code in R for professionals and researchers.
-
Practical Smoothing
Language: English
Published by Cambridge University Press, GB, 2021
ISBN 10: 1108482953 ISBN 13: 9781108482950
Hardback. Condition: New. This is a practical guide to P-splines, a simple, flexible and powerful tool for smoothing. P-splines combine regression on B-splines with simple, discrete, roughness penalties. They were introduced by the authors in 1996 and have been used in many diverse applications. The regression basis makes it straightforward to handle non-normal data, like in generalized linear models. The authors demonstrate optimal smoothing, using mixed model technology and Bayesian estimation, in addition to classical tools like cross-validation and AIC, covering theory and applications with code in R. Going far beyond simple smoothing, they also show how to use P-splines for regression on signals, varying-coefficient models, quantile and expectile smoothing, and composite links for grouped data. Penalties are the crucial elements of P-splines; with proper modifications they can handle periodic and circular data as well as shape constraints. Combining penalties with tensor products of B-splines extends these attractive properties to multiple dimensions. An appendix offers a systematic comparison to other smoothers.
-
Practical Smoothing: The Joys of P-splines
Language: English
Published by Cambridge University Press, 2021
ISBN 10: 1108482953 ISBN 13: 9781108482950
Hardcover. Condition: Brand New. 199 pages. 9.00x6.00x0.50 inches. In Stock. This item is printed on demand.
-
Practical Smoothing: The Joys of P-splines
Language: English
Published by Cambridge University Press, 2021
ISBN 10: 1108482953 ISBN 13: 9781108482950
Condition: New. Print on Demand.
-
Practical Smoothing: The Joys of P-splines
Language: English
Published by Cambridge University Press, 2021
ISBN 10: 1108482953 ISBN 13: 9781108482950
Condition: New. PRINT ON DEMAND.
