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researcher

X. Pennec

34 papers hereh-index 6824.4k citations402 works total

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

author position
  • sole author3
  • middle author8
  • last author22

Across the 33 of 34 papers where every author was matched, so the position is known.

fields
  • math.DG14
  • math.ST6
  • cs.CV5
  • stat.ME3
  • cs.LG2
  • cs.DC1

identity via Semantic Scholar / OpenAlex

activity
20062023
most citedGeomstats: A Python Package for Riemannian Geometry in Machine Learning

96 citations · 178 across the 27 of their papers we have counts for

collaborators
Showing 2019 · math.DGShow all

3 papers · 2 filters

math.DG2019

Exploration of Balanced Metrics on Symmetric Positive Definite Matrices

Yann Thanwerdas, Xavier Pennec

Symmetric Positive Definite (SPD) matrices have been used in many fields of medical data analysis. Many Riemannian metrics have been defined on this manifold but the choice of the…

math.DG2019★ 13 cited

Curvature effects on the empirical mean in Riemannian and affine Manifolds: a non-asymptotic high concentration expansion in the small-sample regime

Xavier Pennec

The asymptotic concentration of the Fr{é}chet mean of IID random variables on a Rieman-nian manifold was established with a central limit theorem by Bhattacharya \& Patrangenaru (B…

math.DG2019★ 12 cited

Is affine invariance well defined on SPD matrices? A principled continuum of metrics

Yann Thanwerdas, Xavier Pennec

Symmetric Positive Definite (SPD) matrices have been widely used in medical data analysis and a number of different Riemannian met-rics were proposed to compute with them. However,…

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