Locally adaptive regression splines

Locally adaptive regression splines
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DOI:
10.1214/aos/1034276635
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发表时间:
1997-02
影响因子:
4.5
通讯作者:
E. Mammen;S. Geer
E. Mammen;S. Geer
中科院分区:
数学1区
文献类型:
--
作者:
E. Mammen;S. Geer

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在本文中,考虑了带有总变异惩罚的最小二乘惩罚回归估计。结果表明,估计器是具有局部数据自适应放置节点的最小二乘样条。讨论了算法和渐近性质。
In this paper least squares penalized regression estimates withtotal variation penalities are considered. It is shown that theseestimators are least squares splines with locally data adaptive placed knotpoints. Algorithms and asymptotic properties are discussed.