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Aligning Model Validation with Deployment
Buffered target-weighted cross-validation (TWCV) aligns validation with deployment by reweighting prediction tasks based on prediction-distance and covariate distributions.
Alexander Brenning
Last updated on 5 Apr 2026
3 min read
R
,
machine learning
,
spatial analysis
My GIScience Advent Calendar
Day by day, 24 concepts from geographic information science that every geographer should know…
Alexander Brenning
Last updated on 24 Dec 2025
14 min read
GIS
Announcing the New RSAGA Release
A new version of RSAGA is available, the R package that provides an interface to SAGA GIS for geospatial analysis, digital terrain analysis, and geocomputing…
Alexander Brenning
Last updated on 9 Feb 2025
2 min read
R
,
GIS
,
geocomputing
Designation of nitrate-polluted areas
Summary of my expert report on regionalization methods for the designation of areas with nitrate-polluted groundwater, prepared for the German federal environmental agency…
Alexander Brenning
Last updated on 17 Apr 2024
7 min read
geostatistics
,
groundwater
Active-transfer learning for natural hazard assessment
Machine-learning methods for natural hazards assessment are data hungry — in her PhD, Zhihao Wang developed an active–transfer learning strategy that combines transferred prior knowledge with optimal local data acquisition…
Zhihao Wang
Last updated on 3 Apr 2024
6 min read
machine learning
,
natural hazards
EC2U Climate Walk Jena
The Climate Walk is a self-guided tour through the city of Jena, offering insights into urban climate and adaptation strategies…
Svenja Hoffmann
,
Pascal Schlechtweg
Last updated on 19 Jan 2024
12 min read
EC2U
,
Outreach
GIScience Jena at the EGU 2022 Conference
GIScience group members are contributing to the EGU conference, on-site as well as online. See what we’ve been up to…
Alexander Brenning
Last updated on 23 May 2022
3 min read
conference
GPT-3: Don't Know Much About Geography...
Are intelligent chatbots capable of thinking geographically? What do they know about all things local? See how GPT-3 did in my little benchmarking experiment…
Alexander Brenning
Last updated on 11 Feb 2022
13 min read
artificial intelligence
,
GeoAI
,
geography
,
Jena
Spatial machine-learning model diagnostics
How do the predictions of machine-learning and geostatistical models deteriorate with increasing distance to the training locations? Are different predictors instrumental in making predictions at greater versus shorter distances? A novel set of diagnostic tools allows us to answer these questions…
Alexander Brenning
Last updated on 20 Sep 2023
5 min read
machine learning
,
geostatistics
How to encode slope aspect (and other cyclic variables) in environmental ML models
Slope aspect is a predictor in many environmental machine-learning models. Here I compare strategies for dealing with problems caused by the cyclic nature of this directional variable.
Alexander Brenning
Last updated on 12 Jan 2022
9 min read
R
,
machine learning
,
environmental modeling
,
feature engineering
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