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researcher

O. Colliot

24 papers hereh-index 5418.1k citations344 works total

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

author position
  • first author1
  • middle author10
  • last author9

Across the 20 of 24 papers where every author was matched, so the position is known.

fields
  • cs.CV9
  • q-bio.QM4
  • cs.LG3
  • eess.IV3
  • stat.ML3
  • q-bio.MN1

identity via Semantic Scholar / OpenAlex

activity
20162022
most citedMultidimensional classification of hippocampal shape features discriminates Alzheimer's disease and mild cognitive impairment from normal aging

416 citations · 475 across the 12 of their papers we have counts for

collaborators
Showing stat.MLShow all

3 papers · 1 filter

stat.ML2017★ 2 cited

Multilevel Modeling with Structured Penalties for Classification from Imaging Genetics data

Pascal Lu, Olivier Colliot

In this paper, we propose a framework for automatic classification of patients from multimodal genetic and brain imaging data by optimally combining them. Additive models with unad…

stat.ML2017★ 10 cited

Statistical learning of spatiotemporal patterns from longitudinal manifold-valued networks

Igor Koval, Jean-Baptiste Schiratti, Alexandre Routier +4

We introduce a mixed-effects model to learn spatiotempo-ral patterns on a network by considering longitudinal measures distributed on a fixed graph. The data come from repeated obs…

stat.ML2017★ 15 cited

Yet Another ADNI Machine Learning Paper? Paving The Way Towards Fully-reproducible Research on Classification of Alzheimer's Disease

Jorge Samper-González, Ninon Burgos, Sabrina Fontanella +5

In recent years, the number of papers on Alzheimer's disease classification has increased dramatically, generating interesting methodological ideas on the use machine learning and…

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