Alexander Brenning

30 papers B 1C 3Journal 25Unranked 1

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Aligning Validation with Deployment: Target-Weighted Cross-Validation for Spatial Prediction. CoRR Alexander Brenning, Thomas Suesse
2026	J	`jnl`	Overcoming barriers to reproducibility in geoscientific data analysis: Challenges and practical implementation strategies. Environ. Model. Softw. Matthias Schlögl, Laura Waltersdorfer, Peter Regner, Andrea Siposova, Alexander Brenning
2025	J	`jnl`	A precise and efficient exceedance-set algorithm for detecting environmental extremes. Comput. Stat. Thomas Suesse, Alexander Brenning
2025	J	`jnl`	An assessment of spatial random forests for environmental mapping: the case of groundwater nitrate concentration. Environ. Model. Softw. Jonathan K. Frank, Thomas Suesse, Alexander Brenning
2024	C	`conf`	A Transformer Approach for Multi Orbit Per Pixel Time Series Forest Characterization With Sentinel-1. IGARSS Markus Zehner, Valentin Kasburg, Clémence Dubois, Christian Thiel, Alexander Brenning, Jussi Baade, Nina Kukowski, Christiane Schmullius
2024	—	`conf`	Novel Approaches to Model Assessment and Interpretation in Geospatial Machine Learning. GISTAM Alexander Brenning
2024	J	`jnl`	mlr3spatiotempcv: Spatiotemporal Resampling Methods for Machine Learning in J. Stat. Softw. Patrick Schratz, Marc Becker, Michel Lang, Alexander Brenning
2023	J	`jnl`	Accounting for Deciduous Forest Structure and Viewing Geometry Effects Improves Sentinel-1 Time Series Image Consistency. IEEE Trans. Geosci. Remote. Sens. Markus Zehner, Clémence Dubois, Christian Thiel, Konstantin Schellenberg, Marius Rüetschi, Alexander Brenning, Jussi Baade, Christiane Schmullius
2023	J	`jnl`	Interpreting machine-learning models in transformed feature space with an application to remote-sensing classification. Mach. Learn. Alexander Brenning
2023	J	`jnl`	Spatial machine-learning model diagnostics: a model-agnostic distance-based approach. Int. J. Geogr. Inf. Sci. Alexander Brenning
2023	J	`jnl`	Unsupervised active-transfer learning for automated landslide mapping. Comput. Geosci. Zhihao Wang, Alexander Brenning
2023	J	`jnl`	Web scraping: a promising tool for geographic data acquisition. CoRR Alexander Brenning, Sebastian Henn
2021	J	`jnl`	Active-Learning Approaches for Landslide Mapping Using Support Vector Machines. Remote. Sens. Zhihao Wang, Alexander Brenning
2021	J	`jnl`	Mlr3spatiotempcv: Spatiotemporal resampling methods for machine learning in R. CoRR Patrick Schratz, Marc Becker, Michel Lang, Alexander Brenning
2021	J	`jnl`	Monitoring Forest Health Using Hyperspectral Imagery: Does Feature Selection Improve the Performance of Machine-Learning Techniques? Remote. Sens. Patrick Schratz, Jannes Muenchow, Eugenia Iturritxa, José Cortés, Bernd Bischl, Alexander Brenning
2021	J	`jnl`	Spatial machine-learning model diagnostics: a model-agnostic distance-based approach. CoRR Alexander Brenning
2021	J	`jnl`	Transforming Feature Space to Interpret Machine Learning Models. CoRR Alexander Brenning
2019	J	`jnl`	Geographic Object-Based Image Analysis for Automated Landslide Detection Using Open Source GIS Software. ISPRS Int. J. Geo Inf. Raphael Knevels, Helene Petschko, Philip Leopold, Alexander Brenning
2018	J	`jnl`	Performance evaluation and hyperparameter tuning of statistical and machine-learning models using spatial data. CoRR Patrick Schratz, Jannes Muenchow, Eugenia Iturritxa, Jakob Richter, Alexander Brenning
2017	J	`jnl`	On the Effect of Spatially Non-Disjoint Training and Test Samples on Estimated Model Generalization Capabilities in Supervised Classification With Spatial Features. IEEE Geosci. Remote. Sens. Lett. Christian Geiß, Patrick Aravena Pelizari, Henrik Schrade, Alexander Brenning, Hannes Taubenböck
2017	J	`jnl`	RQGIS: Integrating R with QGIS for Statistical Geocomputing. R J. Jannes Muenchow, Patrick Schratz, Alexander Brenning
2016	J	`jnl`	Do Red Edge and Texture Attributes from High-Resolution Satellite Data Improve Wood Volume Estimation in a Semi-Arid Mountainous Region? Remote. Sens. Paul Schumacher, Bunafsha Mislimshoeva, Alexander Brenning, Harald Zandler, Martin Brandt, Cyrus Samimi, Thomas Koellner
2015	J	`jnl`	A geographic approach for combining social media and authoritative data towards identifying useful information for disaster management. Int. J. Geogr. Inf. Sci. João Porto de Albuquerque, Benjamin Herfort, Alexander Brenning, Alexander Zipf
2015	J	`jnl`	Evaluating machine learning and statistical prediction techniques for landslide susceptibility modeling. Comput. Geosci. Jason Goetz, Alexander Brenning, Helene Petschko, Philip Leopold
2015	J	`jnl`	Potential of Space-Borne Hyperspectral Data for Biomass Quantification in an Arid Environment: Advantages and Limitations. Remote. Sens. Harald Zandler, Alexander Brenning, Cyrus Samimi
2013	J	`jnl`	Remote Sensing of Soil Moisture in Vineyards Using Airborne and Ground-Based Thermal Inertia Data. Remote. Sens. Aiman Soliman, Richard J. Heck, Alexander Brenning, Ralph Brown, Stephen Miller
2012	C	`conf`	Spatial cross-validation and bootstrap for the assessment of prediction rules in remote sensing: The R package sperrorest. IGARSS Alexander Brenning
2011	J	`jnl`	Ensemble classification of paired data. Comput. Stat. Data Anal. Werner Adler, Alexander Brenning, Sergej Potapov, Matthias Schmid, Berthold Lausen
2010	C	`conf`	Data Mining in Precision Agriculture: Management of Spatial Information. IPMU Georg Ruß, Alexander Brenning
2010	B	`conf`	Spatial Variable Importance Assessment for Yield Prediction in Precision Agriculture. IDA Georg Ruß, Alexander Brenning