Peter Hall’s contributions to nonparametric function estimation and modeling

Ming-Yen Cheng, Jianqing Fan

Research output: Contribution to journalJournal articlepeer-review

9 Citations (Scopus)

Abstract

Peter Hall made wide-ranging and far-reaching contributions to nonparametric modeling. He was one of the leading figures in the developments of nonparametric techniques with over 300 published papers in the field alone. This article gives a selective overview on the contributions of Peter Hall to nonparametric function estimation and modeling. The focuses are on density estimation, nonparametric regression, bandwidth selection, boundary corrections, inference under shape constraints, estimation of residual variances, analysis of wavelet estimators, multivariate regression and applications of nonparametric methods.
Original languageEnglish
Pages (from-to)1837-1853
Number of pages17
JournalAnnals of Statistics
Volume44
Issue number5
DOIs
Publication statusPublished - Oct 2016

User-Defined Keywords

  • bandwidth
  • Boundary
  • cross-validation
  • Density
  • Edge
  • endpoints
  • exponent
  • Fractal
  • local linear
  • mode estimator
  • nonparametric
  • Projection pursuit
  • regression
  • smoothing parameter
  • tilting
  • trigonometric
  • variance function

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