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Jonathan Karl Frank

Friedrich-Schiller-Universität Jena

SCHOLARLY PAPERS

3

DOWNLOADS

139

TOTAL CITATIONS

1

Scholarly Papers (3)

1.

An Assessment of Spatial Random Forests for Environmental Mapping: The Case of Groundwater Nitrate Concentration

Number of pages: 38 Posted: 25 Feb 2025
Jonathan Karl Frank, Thomas Suesse and Alexander Brenning
Friedrich-Schiller-Universität Jena, Friedrich-Schiller-Universität Jena and Friedrich-Schiller-Universität Jena
Downloads 72 (860,052)
Citation 1

Abstract:

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machine learning, Spatial random forests, Environmental contaminants, geostatistics, Regionalization

2.

Geostatistical active learning for expanding monitoring networks for environmental decision making

Number of pages: 17 Posted: 13 Nov 2025 Last Revised: 21 Nov 2025
Felix Henkel, Jonathan Karl Frank, Thomas Suesse and Alexander Brenning
Friedrich-Schiller-Universität Jena, Friedrich-Schiller-Universität Jena, Friedrich-Schiller-Universität Jena and Friedrich-Schiller-Universität Jena
Downloads 58 (980,173)

Abstract:

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active learning, geostatistics, monitoring network design, spatial sampling design, limit-value exceedance area, groundwater nitrate

3.

Bias-corrected exceedance mapping of groundwater nitrate using geostatistical and machine-learning models

Number of pages: 27
Alexander Brenning, Jonathan Karl Frank and Thomas Suesse
Friedrich-Schiller-Universität Jena, Friedrich-Schiller-Universität Jena and Friedrich-Schiller-Universität Jena
Downloads 9

Abstract:

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limit-value exceedance area, exceedance probability, geostatistics, spatial machine learning, groundwater nitrate, non-stationary data, environmental pollution