Nonparametric regression under qualitative smoothness assumptions
We propose a new nonparametric regression estimate. In contrast to the traditional approach of considering regression functions whose mmmth derivatives lie in a ball in the L∞L∞L_\infty or L2L2L_2 norm, we consider the class of functions whose (m−1)(m−1)(m - 1)st derivative consists of at most kkk m...
Gespeichert in:
| 1. Verfasser: | |
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| Dokumenttyp: | Article (Journal) |
| Sprache: | Englisch |
| Veröffentlicht: |
1991
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| In: |
The annals of statistics
Year: 1991, Jahrgang: 19, Heft: 2, Pages: 741-759 |
| ISSN: | 2168-8966 |
| DOI: | 10.1214/aos/1176348118 |
| Online-Zugang: | Verlag, Volltext: http://dx.doi.org/10.1214/aos/1176348118 Verlag, Volltext: https://projecteuclid.org/euclid.aos/1176348118 Verlag, Volltext: https://projecteuclid.org/download/pdf_1/euclid.aos/1176348118 
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| Verfasserangaben: | Enno Mammen |
MARC
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| 520 | |a We propose a new nonparametric regression estimate. In contrast to the traditional approach of considering regression functions whose mmmth derivatives lie in a ball in the L∞L∞L_\infty or L2L2L_2 norm, we consider the class of functions whose (m−1)(m−1)(m - 1)st derivative consists of at most kkk monotone pieces. For many applications this class seems more natural than the classical ones. The least squares estimator of this class is studied. It is shown that the speed of convergence is as fast as in the classical case. | ||
| 650 | 4 | |a Nonparametric regression | |
| 650 | 4 | |a estimation of the shape of a function | |
| 650 | 4 | |a isotonic and concave regression | |
| 650 | 4 | |a simple qualitative curve characteristics | |
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