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David E. Tyler

21 papers hereh-index 334.7k citations84 works total

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

author position
  • sole author1
  • first author4
  • middle author4
  • last author10

Across the 19 of 21 papers where every author was matched, so the position is known.

fields
  • stat.ME10
  • math.ST9
  • stat.AP1
  • stat.CO1

identity via Semantic Scholar / OpenAlex

activity
20052026
most citedRegularized M-estimators of scatter matrix

120 citations · 545 across the 20 of their papers we have counts for

collaborators
Showing 2014Show all

3 papers · 1 filter

math.ST2014★ 14 cited

Breakdown Properties of the M-Estimators of Multivariate Scatter

David E. Tyler

The M-estimators of multivariate scatter are known to have breakdown points no greater than 1/(p+1), where p is the dimension of the data. In high dimension, the breakdown points a…

stat.AP2014★ 120 cited

Regularized M-estimators of scatter matrix

Esa Ollila, David E. Tyler

In this paper, a general class of regularized M-estimators of scatter matrix are proposed which are suitable also for low or insufficient sample support (small n and large p)…

stat.ME2014★ 49 cited

A cautionary note on robust covariance plug-in methods

Klaus Nordhausen, David E. Tyler

Many multivariate statistical methods rely heavily on the sample covariance matrix. It is well known though that the sample covariance matrix is highly non-robust. One popular alte…

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