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More efficient approximation of smoothing splines via space-filling basis selection

We consider the problem of approximating smoothing spline estimators in a nonparametric regression model. When applied to a sample of size [Formula: see text] , the smoothing spline estimator can be expressed as a linear combination of [Formula: see text] basis functions, requiring [Formula: see tex...

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發表在:Biometrika
Main Authors: Meng, Cheng, Zhang, Xinlian, Zhang, Jingyi, Zhong, Wenxuan, Ma, Ping
格式: Artigo
語言:Inglês
出版: Oxford University Press 2020
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在線閱讀:https://ncbi.nlm.nih.gov/pmc/articles/PMC7430945/
https://ncbi.nlm.nih.gov/pubmed/32831354
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1093/biomet/asaa019
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