• Complex
  • Title
  • Keyword
  • Abstract
  • Scholars
  • Journal
  • ISSN
  • Conference
搜索

Author:

Li, Gaorong (Li, Gaorong.) (Scholars:李高荣) | Xue, Liugen (Xue, Liugen.) (Scholars:薛留根) | Lian, Heng (Lian, Heng.)

Indexed by:

Scopus SCIE

Abstract:

In this article, we study the (group) smoothly clipped absolute deviation (SCAD) estimator in the estimation of generalised additive models. The SCAD penalty, proposed by Fan and Li [(2001) 'Variable Selection via Nonconcave Penalised Likelihood and Its Oracle Properties', Journal of the American Statistical Association 96(456), 1348-1360], has many desirable properties including continuity, sparsity and unbiasedness. For high-dimensional parametric models, it has only recently been shown that the SCAD estimator can deal with problems with dimensions much larger than the sample size. Here, we show that the SCAD estimator can be successfully applied to generalised additive models with non-polynomial dimensionality and our study represents the first such result for the SCAD estimator in nonparametric problems, as far as we know. In particular, under suitable assumptions, we theoretically show that the dimension of the problem can be close to exp{n(d/(2d+1))}, where n is the sample size and d is the smoothness parameter of the component functions. Some Monte Carlo studies and a real data application are also presented.

Keyword:

polynomial splines nonparametric oracle property SCAD penalty quasi-likelihood

Author Community:

  • [ 1 ] [Li, Gaorong]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China
  • [ 2 ] [Xue, Liugen]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China
  • [ 3 ] [Lian, Heng]Nanyang Technol Univ, SPMS, Div Math Sci, Singapore 637371, Singapore

Reprint Author's Address:

  • [Lian, Heng]Nanyang Technol Univ, SPMS, Div Math Sci, Singapore 637371, Singapore

Show more details

Related Keywords:

Source :

JOURNAL OF NONPARAMETRIC STATISTICS

ISSN: 1048-5252

Year: 2012

Issue: 3

Volume: 24

Page: 681-697

1 . 2 0 0

JCR@2022

ESI Discipline: MATHEMATICS;

JCR Journal Grade:4

CAS Journal Grade:4

Cited Count:

WoS CC Cited Count: 6

SCOPUS Cited Count: 6

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

Affiliated Colleges:

Online/Total:440/5457991
Address:BJUT Library(100 Pingleyuan,Chaoyang District,Beijing 100124, China Post Code:100124) Contact Us:010-67392185
Copyright:BJUT Library Technical Support:Beijing Aegean Software Co., Ltd.