Random Forest

Mapping Land-Use Intensity of Grasslands in Germany with Machine Learning and Sentinel-2 Time Series
Information on grassland land-use intensity (LUI) is crucial for understanding trends and dynamics in biodiversity, ecosystem …
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Mapping Land-Use Intensity of Grasslands in Germany with Machine Learning and Sentinel-2 Time Series
An Adaptable Approach for Pixel-Based Compositing and Crop Type/Tree Species Mapping
We present a novel approach for detailed crop type and tree species classification exploiting high spatio-temporal resolution …
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UAV Data as Alternative to Field Sampling to Map Woody Invasive Species Based on Combined Sentinel-1 and Sentinel-2 Data
Invasive plant species can pose major threats to biodiversity, ecosystem functioning and services. Satellite based remote sensing has …
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UAV Data as Alternative to Field Sampling to Map Woody Invasive Species Based on Combined Sentinel-1 and Sentinel-2 Data
Broad-Scale Rather than Fine-Scale Environmental Variation Drives Body Size in a Wandering Predator (Araneae, Lycosidae)
Body size is one of the most important individual traits, determining various other life-history traits, including fitness. Both …
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Mapping Plant Functional Groups in Subalpine Grassland of the Greater Caucasus
Plant functional groupsin our case grass, herbs, and legumes-and their spatial distribution can provide information on key ecosystem …
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Modelling Biomass of Mountainous Grasslands by Including a Species Composition Map
High mountain grasslands offer multiple goods and services to society but are severely threatened by improper land use practices such …
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Downscaling Land Surface Temperatures at Regional Scales with Random Forest Regression
Environmental monitoring with satellite data is facilitated by frequent observations at a fine spatial scale. As land surface …
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Joint Use of ICESat/GLAS and Landsat Data in Land Cover Classification: A Case Study in Henan Province, China
Lidar waveform features from the Ice, Cloud, and land Elevation Satellite/Geoscience Laser Altimeter System (ICESat/GLAS) and spectral …
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