Machine learning and deep learning—A review for ecologists M Pichler, F Hartig Methods in Ecology and Evolution 14 (4), 994-1016, 2023 | 184 | 2023 |
Machine learning algorithms to infer trait matching and predict species interactions in ecological networks M Pichler, V Boreux, AM Klein, M Schleuning, F Hartig Methods in Ecology and Evolution, 2019 | 148 | 2019 |
A new joint species distribution model for faster and more accurate inference of species associations from big community data M Pichler, F Hartig Methods in Ecology and Evolution, 2021 | 80* | 2021 |
Fixed or random? On the reliability of mixed‐effects models for a small number of levels in grouping variables J Oberpriller, M de Souza Leite, M Pichler Ecology and Evolution 12 (7), e9062, 2022 | 64 | 2022 |
Linking functional traits and demography to model species-rich communities L Chalmandrier, F Hartig, DC Laughlin, H Lischke, M Pichler, DB Stouffer, ... Nature communications 12 (1), 2724, 2021 | 33 | 2021 |
Novel community data in ecology-properties and prospects F Hartig, N Abrego, A Bush, JM Chase, G Guillera-Arroita, MA Leibold, ... Trends in Ecology & Evolution, 2024 | 29 | 2024 |
Machine‐learning algorithms predict soil seed bank persistence from easily available traits S Rosbakh, M Pichler, P Poschlod Applied Vegetation Science 25 (2), e12660, 2022 | 10 | 2022 |
Can predictive models be used for causal inference? M Pichler, F Hartig arXiv preprint arXiv:2306.10551, 2023 | 8 | 2023 |
Combining environmental DNA and remote sensing for efficient, fine-scale mapping of arthropod biodiversity Y Li, C Devenish, MI Tosa, M Luo, DM Bell, DB Lesmeister, P Greenfield, ... Philosophical Transactions of the Royal Society B 379 (1904), 20230123, 2024 | 3 | 2024 |
‘cito': an R package for training neural networks using ‘torch' C Amesöder, F Hartig, M Pichler Ecography, e07143, 2024 | 3 | 2024 |
Metacommunity theory and metabarcoding reveal the environmental, spatial, and biotic drivers of meiofaunal communities in sandy beaches JN Macher, M Pichler, S Creer, A Martinez, D Fontaneto, W Renema bioRxiv, 2024.07. 17.603914, 2024 | 3 | 2024 |
Assembly processes inferred from eDNA surveys of a pond metacommunity are consistent with known species ecologies W Cai, M Pichler, J Biggs, P Nicolet, N Ewald, RA Griffiths, A Bush, ... Ecography, e07461, 2025 | 1* | 2025 |
Is there a robust effect of mainland mutualism rates on species richness of oceanic islands? M Pichler, F Hartig arXiv preprint arXiv:2411.15105, 2024 | | 2024 |
Machine Learning and Deep Learning in Ecology–from predictions to mechanistic inference MM Pichler | | 2024 |