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S. Loustau

10 papers hereh-index 8115 citations23 works total

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

author position
  • sole author3
  • first author2
  • last author5

Across the 10 of 10 papers where every author was matched, so the position is known.

fields
  • math.ST7
  • stat.ML2
  • cs.SI1

identity via Semantic Scholar / OpenAlex

activity
20122016
most citedMinimax fast rates for discriminant analysis with errors in variables

17 citations · 34 across the 9 of their papers we have counts for

collaborators
Showing 2012Show all

3 papers · 1 filter

math.ST2012

Fast rates for noisy clustering

Sébastien Loustau

The effect of errors in variables in empirical minimization is investigated. Given a loss l and a set of decision rules G, we prove a general upper bound for an empir…

math.ST2012

Statistical learning with indirect observations

Sébastien Loustau

Let (X,Y)∈X×Y be a random couple with unknown distribution P. Let $\GG$ be a class of measurable functions and ℓ a loss function. The problem o…

math.ST2012★ 17 cited

Minimax fast rates for discriminant analysis with errors in variables

Sébastien Loustau, Clément Marteau

The effect of measurement errors in discriminant analysis is investigated. Given observations Z=X+ε, where ε denotes a random noise, the goal is to predict the density of X a…

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