Family learning: nonparametric statistical inference with parametric efficiency

Principal profiles

TJ Hastie and Francesca Little · 1987

Earlier work this paper cites.

Consistent estimation of the influence function of locally asymptotically linear estimators

Chris AJ Klaassen · 1987

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Using specially designed exponential families for density estimation

Bradley Efron, Robert Tibshirani, et al · 1996

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Asymptotic statistics , volume 3

Aad W Van der Vaart · 2000

Cited alongside, same era.

Targeted maximum likelihood learning

Mark J van der Laan and Daniel Rubin · 2006

Cited alongside, same era.

A kernel two-sample test

Arthur Gretton, Karsten M Borgwardt, Malte J Rasch, Bernhard Schölkopf, and Alexander Smola · 2012

Cited alongside, same era.

B-test: A non-parametric, low variance kernel two-sample test

Original

Wojciech Zaremba, Arthur Gretton, and Matthew Blaschko · 2013

Later among the works it cites.

Semiparametric exponential families for heavy-tailed data

William Fithian and Stefan Wager · 2014

Later among the works it cites.

Semi-parametric inference for the means of heavy-tailed distributions

M. Taddy, H. Freitas Lopes, and M. Gardner · 2016

Later among the works it cites.