496 citations
- University of Southern CaliforniaUS45 papers
- Princeton UniversityUS3 papers
- Laboratoire de Mathématiques Jean LerayFR2 papers
- Nantes UniversitéFR2 papers
- Aarhus UniversityDK1 paper
- California Institute of TechnologyUS1 paper
- Centre National de la Recherche ScientifiqueFR1 paper
- École Normale Supérieure de LyonFR1 paper
- Ghent UniversityBE1 paper
- Hood CollegeUS1 paper
- Illinois Institute of TechnologyUS1 paper
- Istituto Nazionale di Fisica NucleareIT1 paper
Showing 2009 · math.STShow all
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math.ST2009★ 253 cited
Functional linear regression that's interpretable
Gareth M. James, Jing Wang, Ji Zhu
Regression models to relate a scalar to a functional predictor are becoming increasingly common. Work in this area has concentrated on estimating a coefficient function,…
math.ST2009★ 251 cited
A unified approach to model selection and sparse recovery using regularized least squares
Jinchi Lv, Yingying Fan
Model selection and sparse recovery are two important problems for which many regularization methods have been proposed. We study the properties of regularization methods in both p…