A benchmark for computational analysis of animal behavior, using animal-borne tags
In light of these results, we are able to make concrete suggestions for designing studies that rely on machine learning to infer behavior from bio-logger data. Therefore, we expect that BEBE will be useful for making similar suggestions in the future, as additional hypotheses about machine learning techniques are tested. Datasets, models, and evaluation code are made publicly available at https://github.com/earthspecies/BEBE , to enable community use of BEBE.
Authors
- Eva Trapote (ORCID: https://orcid.org/0000-0002-1165-3379)
- Lorène Jeantet (ORCID: https://orcid.org/0000-0001-7317-3154)
- Maddie Cusimano
- Damien Chevallier (ORCID: https://orcid.org/0000-0002-2232-6787)
- Outi Vainio (ORCID: https://orcid.org/0000-0003-3467-2246)
- Vicente Mata‐Silva (ORCID: https://orcid.org/0000-0001-8123-1844)
- Vittorio Baglione (ORCID: https://orcid.org/0000-0001-8464-7861)
- Takuya Maekawa (ORCID: https://orcid.org/0000-0002-7227-580X)
- Ari S. Friedlaender (ORCID: https://orcid.org/0000-0002-2822-233X)
- Benjamin Hoffman (ORCID: https://orcid.org/0000-0002-2785-7827)
- Dominic L. DeSantis (ORCID: https://orcid.org/0000-0003-1971-7418)
- Ken Yoda (ORCID: https://orcid.org/0000-0002-8346-3291)
- Antti Vehkaoja (ORCID: https://orcid.org/0000-0003-3721-3467)
- Anthony M. Pagano (ORCID: https://orcid.org/0000-0003-2176-0909)
- Víctor Moreno‐González (ORCID: https://orcid.org/0000-0003-0094-1559)
- Monique Ladds (ORCID: https://orcid.org/0000-0002-0241-4915)
- Daniela Canestrari (ORCID: https://orcid.org/0000-0001-9112-0208)
- Katherine Zacarian (ORCID: https://orcid.org/0009-0005-3780-7304)
Institutions
- United States Geological Survey (US)
- Centre National de la Recherche Scientifique (FR)
- University of Helsinki (FI)
- Georgia College & State University (US)
- African Institute for Mathematical Sciences (ZA)
- The University of Texas at El Paso (US)
- Tampere University (FI)
- University of California, Santa Cruz (US)
- Stellenbosch University (ZA)
- Earth Island Institute (US)
- Biologie des Organismes et Écosystèmes Aquatiques (FR)
- Department of Conservation (NZ)
- Nagoya University (JP)
- Universidad de León (ES)
- The University of Osaka (JP)
Publication Details
- Journal
- Movement Ecology
- Published
- 2024-12-18
- DOI
- https://doi.org/10.1186/s40462-024-00511-8
- Citations
- 13
- Primary Topic
- Species Distribution and Climate Change
- Type
- article
- Field-Weighted Citation Impact
- 11.95
Funders
- National Science Foundation
- National Geographic Society
- Centre National d’Etudes Spatiales
- Ministerio de Economía y Competitividad
- Centre National de la Recherche Scientifique
- Business Finland
- U.S. Geological Survey
- University of Texas at El Paso
- Japan Society for the Promotion of Science
- Office of Polar Programs
- National Marine Fisheries Service