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Robust High-Dimensional Factor Models with Applications to Statistical Machine Learning

JOURNAL ARTICLE published 1 May 2021 in Statistical Science

Authors: Jianqing Fan | Kaizheng Wang | Yiqiao Zhong | Ziwei Zhu

Comment on Models as Approximations, Parts I and II, by Buja et al.

JOURNAL ARTICLE published 1 November 2019 in Statistical Science

Authors: Jerald F. Lawless

Comment: Fisher Lecture: Dimension Reduction in Regression

JOURNAL ARTICLE published 1 February 2007 in Statistical Science

Authors: Bing Li

Role of Models in Statistical Analysis

JOURNAL ARTICLE published 1 May 1990 in Statistical Science

Authors: D. R. Cox

A Selective Review of Group Selection in High-Dimensional Models

JOURNAL ARTICLE published 1 November 2012 in Statistical Science

Authors: Jian Huang | Patrick Breheny | Shuangge Ma

Highly Structured Models for Spectral Analysis in High-Energy Astrophysics

JOURNAL ARTICLE published 1 May 2004 in Statistical Science

Authors: David A. van Dyk | Hosung Kang

Comment: Fisher Lecture: Dimension Reduction in Regression

JOURNAL ARTICLE published 1 February 2007 in Statistical Science

Authors: Lexin Li | Christopher J. Nachtsheim

Nonlinear Factor Analysis as a Statistical Method

JOURNAL ARTICLE published 1 August 2001 in Statistical Science

Authors: Yasuo Amemiya | Ilker Yalcin

Statistical Models and Analysis in Auditing: Panel on Nonstandard Mixtures of Distributions

JOURNAL ARTICLE published 1 February 1989 in Statistical Science

Robust Analysis of Linear Models

JOURNAL ARTICLE published 1 November 2004 in Statistical Science

Authors: Joseph W. McKean

Estimation in Discrete Parameter Models

JOURNAL ARTICLE published 1 May 2012 in Statistical Science

Authors: Christine Choirat | Raffaello Seri

Sparse Nonparametric Graphical Models

JOURNAL ARTICLE published 1 November 2012 in Statistical Science

Authors: John Lafferty | Han Liu | Larry Wasserman

Shrinkage Estimation in Multilevel Normal Models

JOURNAL ARTICLE published 1 February 2012 in Statistical Science

Authors: Carl N. Morris | Martin Lysy

Bi-Cross-Validation for Factor Analysis

JOURNAL ARTICLE published 1 February 2016 in Statistical Science

Authors: Art B. Owen | Jingshu Wang

Bayes Model Selection with Path Sampling: Factor Models and Other Examples

JOURNAL ARTICLE published 1 February 2013 in Statistical Science

Authors: Ritabrata Dutta | Jayanta K. Ghosh

Comment: Fisher Lecture: Dimension Reduction in Regression

JOURNAL ARTICLE published 1 February 2007 in Statistical Science

Authors: Ronald Christensen

Double-Estimation-Friendly Inference for High-Dimensional Misspecified Models

JOURNAL ARTICLE published 1 February 2023 in Statistical Science

Authors: Rajen D. Shah | Peter Bühlmann

The Bayesian Analysis of Complex, High-Dimensional Models: Can It Be CODA?

JOURNAL ARTICLE published 1 November 2014 in Statistical Science

Authors: Y. Ritov | P. J. Bickel | A. C. Gamst | B. J. K. Kleijn

Fisher Lecture: Dimension Reduction in Regression

JOURNAL ARTICLE published 1 February 2007 in Statistical Science

Authors: R. Dennis Cook

Estimators of Fractal Dimension: Assessing the Roughness of Time Series and Spatial Data

JOURNAL ARTICLE published 1 May 2012 in Statistical Science

Authors: Tilmann Gneiting | Hana Ševčíková | Donald B. Percival