Challenges of machine learning model validation using correlated behaviour data: Evaluation of cross-validation strategies and accuracy measures

Automated monitoring of the movements and behaviour of animals is a valuable research tool. Recently, machine learning tools were applied to many species to classify units of behaviour. For the monitoring of wild species, collecting enough data for training models might be problematic, thus we exami...

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Detalles Bibliográficos
Autores principales: Ferdinandy, Bence, Gerencsér, Linda, Corrieri, Luca, Perez, Paula, Újváry, Dóra, Csizmadia, Gábor, Miklósi, Ádám
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2020
Materias:
Research Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7371169/
https://www.ncbi.nlm.nih.gov/pubmed/32687528
http://dx.doi.org/10.1371/journal.pone.0236092

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7371169/
https://www.ncbi.nlm.nih.gov/pubmed/32687528
http://dx.doi.org/10.1371/journal.pone.0236092

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