The CAST package for training and assessment of spatial prediction models in R

Meyer H; Ludwig M; Milà C; Linnenbrink J; Schumacher F (2024)
In: arXiv
Art der Publikation: Forschungsartikel in Online-Sammlung

kNNDM CV: k-fold nearest-neighbour distance matching cross-validation for map accuracy estimation

Linnenbrink J; Milà C; Ludwig M; Meyer H (2024)
In: Geoscientific Model Development, 17(15)
Art der Publikation: Forschungsartikel (Zeitschrift)

Estimation of local training data point densities to support the assessment of spatial prediction uncertainty

Schumacher F; Knoth C; Ludwig M; Meyer H (2024)
In: EGUsphere
Art der Publikation: Forschungsartikel in Online-Sammlung

Soil carbon in the world’s tidal marshes

Maxwell, Tania L.; Spalding, Mark D.; Friess, Daniel A.; Murray, Nicholas J.; Rogers, Kerrylee; Rovai, Andre S.; Smart, Lindsey S.; Weilguny, Lukas; Adame, Maria Fernanda; Adams, Janine B.; Austin, William E. N.; Copertino, Margareth S.; Cott, Grace M.; Duarte De Paula Costa, Micheli; Holmquist, James R.; Ladd, Cai J. T.; Lovelock, Catherine E.; Ludwig, Marvin; Moritsch, Monica M.; Navarro, Alejandro; Raw, Jacqueline L.; Ruiz-Fernández, Ana-Carolina; Serrano, Oscar; Smeaton, Craig; Van De Broek, Marijn; Windham-Myers, Lisamarie; Landis, Emily; Worthington, Thomas A. (2024)
In: Nature Communications, 15
Art der Publikation: Forschungsartikel (Zeitschrift)

Using GEDI as training data for an ongoing mapping of landscape-scale dynamics of the plant area index

Ziegler, A; Heisig, J; Ludwig, M; Reudenbach, C; Meyer, H; Nauss, T (2023)
In: Environmental Research Letters, 18(7)
Art der Publikation: Forschungsartikel (Zeitschrift)

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Recent trends in moisture conditions across European peatlands Giese L; Baumberger M; Ludwig M; Schneidereit H; Sánchez E; Robroek BJ; Lamentowicz M; Lehmann J; Hölzel N; Knorr K; Meyer H (2025) In: Remote Sensing Applications: Society and Environment, 37 Art der Publikation: Forschungsartikel (Zeitschrift)
The CAST package for training and assessment of spatial prediction models in R Meyer H; Ludwig M; Milà C; Linnenbrink J; Schumacher F (2024) In: arXiv Art der Publikation: Forschungsartikel in Online-Sammlung
Random forests with spatial proxies for environmental modelling: opportunities and pitfalls Milà C; Ludwig M; Pebesma E; Tonne C; Meyer H (2024) In: Geoscientific Model Development, 2024(17) Art der Publikation: Forschungsartikel (Zeitschrift)
kNNDM CV: k-fold nearest-neighbour distance matching cross-validation for map accuracy estimation Linnenbrink J; Milà C; Ludwig M; Meyer H (2024) In: Geoscientific Model Development, 17(15) Art der Publikation: Forschungsartikel (Zeitschrift)
High-resolution soil temperature and soil moisture patterns in space, depth and time: An interpretable machine learning modelling approach Baumberger M; Haas B; Sivakumar S; Ludwig M; Meyer N; Meyer H (2024) In: Geoderma, 451 Art der Publikation: Forschungsartikel (Zeitschrift)
Estimation of local training data point densities to support the assessment of spatial prediction uncertainty Schumacher F; Knoth C; Ludwig M; Meyer H (2024) In: EGUsphere Art der Publikation: Forschungsartikel in Online-Sammlung
Leveraging heterogeneous LiDAR data to model successional stages at tree species level in temperate forests Bald L; Ziegler A; Gottwald J; Koch TL; Ludwig M; Meyer H; Wöllauer S; Zeuss D; Frieß N (2024) In: Environmental Data Science, 3 Art der Publikation: Forschungsartikel (Zeitschrift)
Soil carbon in the world’s tidal marshes Maxwell, Tania L.; Spalding, Mark D.; Friess, Daniel A.; Murray, Nicholas J.; Rogers, Kerrylee; Rovai, Andre S.; Smart, Lindsey S.; Weilguny, Lukas; Adame, Maria Fernanda; Adams, Janine B.; Austin, William E. N.; Copertino, Margareth S.; Cott, Grace M.; Duarte De Paula Costa, Micheli; Holmquist, James R.; Ladd, Cai J. T.; Lovelock, Catherine E.; Ludwig, Marvin; Moritsch, Monica M.; Navarro, Alejandro; Raw, Jacqueline L.; Ruiz-Fernández, Ana-Carolina; Serrano, Oscar; Smeaton, Craig; Van De Broek, Marijn; Windham-Myers, Lisamarie; Landis, Emily; Worthington, Thomas A. (2024) In: Nature Communications, 15 Art der Publikation: Forschungsartikel (Zeitschrift)
Assessing and improving the transferability of current global spatial prediction models Ludwig, M; Moreno-Martinez, A; Hölzel, N; Pebesma, E; Meyer, H (2023) In: Global Ecology and Biogeography, 00 Art der Publikation: Forschungsartikel (Zeitschrift)
Using GEDI as training data for an ongoing mapping of landscape-scale dynamics of the plant area index Ziegler, A; Heisig, J; Ludwig, M; Reudenbach, C; Meyer, H; Nauss, T (2023) In: Environmental Research Letters, 18(7) Art der Publikation: Forschungsartikel (Zeitschrift)