Arbeitspapier

A unified framework for spline estimators

This article develops a unified framework to study the (asymptotic) properties of (periodic) spline based estimators, that is of regression, penalized and smoothing splines. We obtain an explicit form of the Demmler-Reinsch basis of general degree in terms of exponential splines and corresponding eigenvalues by applying Fourier techniques to periodic smoothers. This allows to derive exact expressions for the equivalent kernels of all spline estimators and get insights into the local and global asymptotic behavior of these estimators.

Language
Englisch

Bibliographic citation
Series: Discussion Papers ; No. 130

Classification
Wirtschaft
Subject
B-splines
Equivalent kernels
Euler-Frobenius polynomials
Exponential splines
Demmler-Reinsch basis

Event
Geistige Schöpfung
(who)
Schwarz, Katsiaryna
Krivobokova, Tatyana
Event
Veröffentlichung
(who)
Georg-August-Universität Göttingen, Courant Research Centre - Poverty, Equity and Growth (CRC-PEG)
(where)
Göttingen
(when)
2012

Handle
Last update
10.03.2025, 11:42 AM CET

Data provider

This object is provided by:
ZBW - Deutsche Zentralbibliothek für Wirtschaftswissenschaften - Leibniz-Informationszentrum Wirtschaft. If you have any questions about the object, please contact the data provider.

Object type

  • Arbeitspapier

Associated

  • Schwarz, Katsiaryna
  • Krivobokova, Tatyana
  • Georg-August-Universität Göttingen, Courant Research Centre - Poverty, Equity and Growth (CRC-PEG)

Time of origin

  • 2012

Other Objects (12)