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researcher

I. Johnstone

18 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 author3
  • first author5
  • middle author6
  • last author4

Across the 18 of 18 papers where every author was matched, so the position is known.

fields
  • math.ST14
  • stat.AP2
  • cs.IT1
  • stat.ME1

identity via Semantic Scholar / OpenAlex

activity
20042022
most citedSparse Principal Components Analysis

168 citations · 513 across the 9 of their papers we have counts for

collaborators
Showing 2017Show all

2 papers · 1 filter

math.ST2017

Edgeworth correction for the largest eigenvalue in a spiked PCA model

Jeha Yang, Iain M. Johnstone

We study improved approximations to the distribution of the largest eigenvalue ℓ^ of the sample covariance matrix of n zero-mean Gaussian observations in dimension $p+1…

math.ST2017★ 1 cited

On Minimax Optimality of Sparse Bayes Predictive Density Estimates

Gourab Mukherjee, Iain M. Johnstone

We study predictive density estimation under Kullback-Leibler loss in ℓ0​-sparse Gaussian sequence models. We propose proper Bayes predictive density estimates and establish a…

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