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researcher

G. Ginolhac

18 papers hereh-index 181.1k citations122 works total

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

author position
  • middle author11
  • last author7

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

fields
  • stat.ML7
  • stat.AP5
  • math.ST3
  • cs.LG1
  • math.DG1
  • stat.ME1

identity via Semantic Scholar / OpenAlex

activity
20152026
most citedRandom Matrix Improved Covariance Estimation for a Large Class of Metrics

4 citations · 10 across the 15 of their papers we have counts for

collaborators
Showing 2024Show all

3 papers · 1 filter

stat.ML2024

Random matrix theory improved Fréchet mean of symmetric positive definite matrices

Florent Bouchard, Ammar Mian, Malik Tiomoko +2

In this study, we consider the realm of covariance matrices in machine learning, particularly focusing on computing Fréchet means on the manifold of symmetric positive definite mat…

math.ST2024★ 1 cited

A New Statistic for Testing Covariance Equality in High-Dimensional Gaussian Low-Rank Models

Rémi Beisson, Pascal Vallet, Audrey Giremus +1

In this paper, we consider the problem of testing equality of the covariance matrices of L complex Gaussian multivariate time series of dimension M . We study the special case wh…

stat.AP2024

Covariance Fitting Interferometric Phase Linking: Modular Framework and Optimization Algorithms

Phan Viet Hoa Vu, Arnaud Breloy, Frédéric Brigui +2

Interferometric phase linking (IPL) has become a prominent technique for processing images of areas containing distributed scaterrers in SAR interferometry. Traditionally, IPL cons…

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