Smoothing Splines for Discontinuous Signals

Smoothing splines are twice differentiable by construction, so they cannot capture potential discontinuities in the underlying signal. In this work, we consider a special case of the weak rod model of Blake and Zisserman that allows for discontinuities penalizing their number by a linear term. The c...

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Bibliographic Details

Published in:	Journal of computational and graphical statistics Vol. 33; no. 2; pp. 651 - 664
Main Authors:	Storath, Martin, Weinmann, Andreas
Format:	Journal Article
Language:	English
Published:	Alexandria Taylor & Francis 02.04.2024 Taylor & Francis Ltd
Subjects:	Algorithms Convexity Data analysis Data points Discontinuity Estimates Nonparametric regression Numerical optimization Penalized optimization Sampled data Signal processing Smoothing Solvers
ISSN:	1061-8600, 1537-2715
Online Access:	Get full text
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