Jannes Muenchow

Hyperparameter tuning and performance assessment of statistical and machine-learning algorithms using spatial data

Patrick Schratz, Jannes Muenchow, Eugenia Iturritxa et al. · Ecological Modelling · 2019 · 540 citations · Full text

Hyperparameter Estimation, Machine-learning Algorithms, Machine Learning +12

Landslide susceptibility near highways is increased by 1 order of magnitude in the Andes of southern Ecuador, Loja province

Alexander Brenning, M. Schwinn, A. P. Ruiz-Páez et al. · Natural hazards and earth system sciences · 2015 · 116 citations · Full text

Rock Slide, Engineering, Rock Slope +20

Mapping tree species vulnerability to multiple threats as a guide to restoration and conservation of tropical dry forests

Tobias Fremout, Evert Thomas, Hannes Gaisberger et al. · Global Change Biology · 2020 · 101 citations · Full text

Engineering, Forest Restoration, Forestry +18

The performance of landslide susceptibility models critically depends on the quality of digital elevation models

Jonas Brock, Patrick Schratz, Helene Petschko et al. · Geomatics Natural Hazards and Risk · 2020 · 74 citations · Full text

Rock Slide, Engineering, Machine Learning +23

Geomorphic process rates of landslides along a humidity gradient in the tropical Andes

Jannes Muenchow, Alexander Brenning, Michael Richter · Geomorphology · 2011 · 63 citations

Rock Slide, Humidity Gradient, Engineering +11