Spatial validation reveals poor predictive performance of large-scale ecological mapping models
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DOI: 10.1038/s41467-020-18321-y
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- Marsh, Charles J. & Gavish, Yoni & Kuemmerlen, Mathias & Stoll, Stefan & Haase, Peter & Kunin, William E., 2023. "SDM profiling: A tool for assessing the information-content of sampled and unsampled locations for species distribution models," Ecological Modelling, Elsevier, vol. 475(C).
- Wadoux, Alexandre M.J.-C. & Heuvelink, Gerard B.M. & de Bruin, Sytze & Brus, Dick J., 2021. "Spatial cross-validation is not the right way to evaluate map accuracy," Ecological Modelling, Elsevier, vol. 457(C).
- Gustavo Larrea‐Gallegos & Ian Vázquez‐Rowe, 2022. "Exploring machine learning techniques to predict deforestation to enhance the decision‐making of road construction projects," Journal of Industrial Ecology, Yale University, vol. 26(1), pages 225-239, February.
- Hanna Meyer & Edzer Pebesma, 2022. "Machine learning-based global maps of ecological variables and the challenge of assessing them," Nature Communications, Nature, vol. 13(1), pages 1-4, December.
- Benjamin Herfort & Sven Lautenbach & João Porto de Albuquerque & Jennings Anderson & Alexander Zipf, 2023. "A spatio-temporal analysis investigating completeness and inequalities of global urban building data in OpenStreetMap," Nature Communications, Nature, vol. 14(1), pages 1-14, December.
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- Ali Ismaeel & Amos P. K. Tai & Erone Ghizoni Santos & Heveakore Maraia & Iris Aalto & Jan Altman & Jiří Doležal & Jonas J. Lembrechts & José Luís Camargo & Juha Aalto & Kateřina Sam & Lair Cristina Av, 2024. "Patterns of tropical forest understory temperatures," Nature Communications, Nature, vol. 15(1), pages 1-10, December.
- Haider, Saira M. & Benscoter, Allison M. & Pearlstine, Leonard & D'Acunto, Laura E. & Romañach, Stephanie S., 2021. "Landscape-scale drivers of endangered Cape Sable Seaside Sparrow (Ammospiza maritima mirabilis) presence using an ensemble modeling approach," Ecological Modelling, Elsevier, vol. 461(C).
- Wan-Yi Zhao & Zhong-Cheng Liu & Shi Shi & Jie-Lan Li & Ke-Wang Xu & Kang-You Huang & Zhi-Hui Chen & Ya-Rong Wang & Cui-Ying Huang & Yan Wang & Jing-Rui Chen & Xian-Ling Sun & Wen-Xing Liang & Wei Guo , 2024. "Landform and lithospheric development contribute to the assembly of mountain floras in China," Nature Communications, Nature, vol. 15(1), pages 1-13, December.
- Francesco Maria Sabatini & Borja Jiménez-Alfaro & Ute Jandt & Milan Chytrý & Richard Field & Michael Kessler & Jonathan Lenoir & Franziska Schrodt & Susan K. Wiser & Mohammed A. S. Arfin Khan & Fabio , 2022. "Global patterns of vascular plant alpha diversity," Nature Communications, Nature, vol. 13(1), pages 1-16, December.
- Xuejun Yang & Carol C. Baskin & Jerry M. Baskin & Robin J. Pakeman & Zhenying Huang & Ruiru Gao & Johannes H. C. Cornelissen, 2021. "Global patterns of potential future plant diversity hidden in soil seed banks," Nature Communications, Nature, vol. 12(1), pages 1-8, December.
- Temesgen Alemayehu Abera & Janne Heiskanen & Eduardo Eiji Maeda & Mohammed Ahmed Muhammed & Netra Bhandari & Ville Vakkari & Binyam Tesfaw Hailu & Petri K. E. Pellikka & Andreas Hemp & Pieter G. Zyl &, 2024. "Deforestation amplifies climate change effects on warming and cloud level rise in African montane forests," Nature Communications, Nature, vol. 15(1), pages 1-10, December.
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