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researcher

I. Johnstone

8 papers hereh-index 5337.5k citations137 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • sole author2
  • first author4
  • middle author1
  • last author1

Across the 8 of 8 papers where every author was matched, so the position is known.

fields
  • math.ST8

identity via Semantic Scholar / OpenAlex

activity
20042009
most citedSparse Principal Components Analysis

168 citations · 460 across the 3 of their papers we have counts for

collaborators
Showing 2004Show all

2 papers · 1 filter

math.ST2004

Needles and straw in haystacks: Empirical Bayes estimates of possibly sparse sequences

Iain M. Johnstone, Bernard W. Silverman

An empirical Bayes approach to the estimation of possibly sparse sequences observed in Gaussian white noise is set out and investigated. The prior considered is a mixture of an ato…

math.ST2004

Least Angle Regression

Bradley Efron, Trevor Hastie, Iain Johnstone +1

The purpose of model selection algorithms such as All Subsets, Forward Selection and Backward Elimination is to choose a linear model on the basis of the same set of data to which…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.