Spatial Machine Learning Articles

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9/8/2026 • EN

Navigating Challenges in Spatial Machine Learning

Discusses challenges in spatial machine learning for environmental mapping, focusing on validation, uncertainty, and reproducibility.

Geographic Prediction Reproducibility Spatial Machine Learning Uncertainty validation

Jakub Nowosad

7/3/2026 • EN

Rethinking Validation for Spatial Machine Learning: Takeaways from the Talk

Keynote on rethinking validation for spatial machine learning, focusing on prediction-domain adaptive evaluation in Earth observation.

Area Of Applicability Cross Validation Earth Observation Model Validation Spatial Machine Learning

Jakub Nowosad

2/13/2026 • EN

PRISM project’s update: making spatial machine learning more reliable, plus related activities

An update on the PRISM project's progress in developing methods for validating spatial patterns in machine learning, covering research from 2025-2026.

Machine Learning Spatial Autocorrelation Spatial Machine Learning Spatial Patterns validation

Jakub Nowosad

Spatial Machine Learning Articles

Navigating Challenges in Spatial Machine Learning

Rethinking Validation for Spatial Machine Learning: Takeaways from the Talk

PRISM project’s update: making spatial machine learning more reliable, plus related activities

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