Author

Célian Monchy

Centre National de la Recherche Scientifique

Listed by name: these papers carry no ORCID for this author, so different people with the same name may be mixed together.

Biology Disciplines

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Ecology· 2

Signature Assays, Organisms & Methods

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Research Focus:benchmarking· 1 Approach:deep learning· 1 Research Focus:ecology & biodiversity· 1 Assay:imaging· 1 Approach:statistical model· 1

Frequent Co-Authors

Marie‐Pierre ÉtienneiD· 2 shared Olivier GiméneziD· 2 shared Céline Le BoheciD· 1 shared Gaël BardoniD· 1 shared

Activity by Year

2025-2026 · peak 1/yr

Co-Author Collaboration Network

4 top collaborators · 6 mutual co-author links

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2 shared papersEcology

Marie‐Pierre ÉtienneORCID

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2 papers

Recent·Most cited

EcologybioRxivPreprintJan 14, 2026

Monte Carlo simulations to propagate the uncertainty of machine-learning classification into ecological models

Célian Monchy, Olivier Giménez, Céline Le Bohec…·Marie‐Pierre Étienne

This paper introduces a method to incorporate classification uncertainty from machine learning into ecological models using Monte Carlo simulations, showing it leads to more reliable ecological estimates.

DOI 10.64898/2026.01.14.699344

imagingdeep learning

𝕏 PostBluesky

EcologyPeer Community JournalPeer-reviewedJan 20, 2025

Using informative priors to account for identifiability issues in occupancy models with identification errors

Célian Monchy, Marie‐Pierre Étienne, Olivier Giménez

The paper develops a Bayesian occupancy model that incorporates informative priors to address identifiability issues caused by identification errors in passive bio-monitoring data.

3 citations

statistical modelbenchmarking

𝕏 PostBluesky