Deep learning as a tool for ecology and evolution

ML Borowiec, RB Dikow, PB Frandsen… - … and Evolution, 2022 - Wiley Online Library
… We provide an introduction to machine learning and contrast it with mechanistic inference, …
on deep learning. We review the applications of deep learning in ecology and evolution and …

Machine learning and deep learning—A review for ecologists

M Pichler, F Hartig - Methods in Ecology and Evolution, 2023 - Wiley Online Library
… indispensable tool in ecology and evolution, comparable to other traditional statistical tools.
… revolution occurred with the rediscovery of deep neural networks, fueled by the availability of …

Applications for deep learning in ecology

S Christin, É Hervet, N Lecomte - … in Ecology and Evolution, 2019 - Wiley Online Library
… Considering the complexity of ecological data and the ever-growing size of ecological
believe that deep learning can be a key tool for many ecologists. Indeed, other machine learning

[HTML][HTML] Computer vision, machine learning, and the promise of phenomics in ecology and evolutionary biology

MD Lürig, S Donoughe, EI Svensson… - … Ecology and Evolution, 2021 - frontiersin.org
… Glossary of terms relevant for computer vision and machine learning in ecology and evolution
used in this review. Terms in this list are printed in italic when first mentioned in the main …

[HTML][HTML] Harnessing deep learning in ecology: an example predicting bark beetle outbreaks

W Rammer, R Seidl - Frontiers in plant science, 2019 - frontiersin.org
… to utilize these developments towards improved ecological prediction… Deep learning is a
rapidly evolving branch of machine learning, yet has received only little attention in ecology to …

Deep learning and computer vision will transform entomology

TT Høye, J Ärje, K Bjerge… - Proceedings of the …, 2021 - National Acad Sciences
… Here, we connect recent developments in deep learning and computer vision to the urgent
… how deep learning tools can be applied to exceptionally large datasets to derive ecological

Past and future uses of text mining in ecology and evolution

MJ Farrell, L Brierley, A Willoughby… - Proceedings of the …, 2022 - royalsocietypublishing.org
… This technological advancement parallels the invention of new sensors and machine learning
tools for image analysis in wildlife conservation [19,20]. Similarly, there exist vast amounts …

[HTML][HTML] Applications of Machine Learning to Evolutionary Ecology Data

J Morimoto, A Ponchon, G Sofronov… - … in Ecology and Evolution, 2021 - frontiersin.org
… of machine learning as a regression and classification tool to … predictive tool compared to
more classical statistical tools but … This example of application of machine learning opens new …

Machine learning is a powerful tool to study the effect of cancer on species and ecosystems

AM Dujon, M Vittecoq, G Bramwell… - … and Evolution, 2021 - Wiley Online Library
… how machine learning has been used to gain knowledge on oncogenic processes in wildlife.
Using a landscape ecology … , for each level, how machine learning has been used, or could …

[HTML][HTML] Deep learning for environmental conservation

A Lamba, P Cassey, RR Segaran, LP Koh - Current Biology, 2019 - cell.com
The last decade has transformed the field of artificial intelligence, with deep learning at the
forefront of this development. With its ability to ‘self-learn' discriminative patterns directly from …