Locally adaptive regression splines
Least squares penalized regression estimates with total variation penalties are considered. It is shown that these estimators are least squares splines with locally data adaptive placed knot points. The definition of these variable knot splines as minimizers of global functionals can be used to stud...
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| Main Authors: | , |
|---|---|
| Format: | Article (Journal) |
| Language: | English |
| Published: |
1997
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| In: |
The annals of statistics
Year: 1997, Volume: 25, Issue: 1, Pages: 387-413 |
| ISSN: | 2168-8966 |
| DOI: | 10.1214/aos/1034276635 |
| Online Access: | Verlag, Volltext: http://dx.doi.org/10.1214/aos/1034276635 Verlag, Volltext: https://projecteuclid.org/euclid.aos/1034276635 Verlag, Volltext: https://projecteuclid.org/download/pdf_1/euclid.aos/1034276635 |
| Author Notes: | Enno Mammen, Sara van de Geer |
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