Alexander Brenning

Publication Activity (10 Years)

Years Active: 2010-2024
Publications (10 Years): 16

Top Topics

Disaster Management

Geographic Data

Machine Learning

Top Venues

Int. J. Geogr. Inf. Sci.

Comput. Geosci.

Publications

Alexander Brenning
Novel Approaches to Model Assessment and Interpretation in Geospatial Machine Learning. GISTAM (2024)
Alexander Brenning, Sebastian Henn
Web scraping: a promising tool for geographic data acquisition. CoRR (2023)
Alexander Brenning
Interpreting machine-learning models in transformed feature space with an application to remote-sensing classification. Mach. Learn. 112 (9) (2023)
Zhihao Wang, Alexander Brenning
Unsupervised active-transfer learning for automated landslide mapping. Comput. Geosci. 181 (2023)
Markus Zehner, Clémence Dubois, Christian Thiel, Konstantin Schellenberg, Marius Rüetschi, Alexander Brenning, Jussi Baade, Christiane Schmullius
Accounting for Deciduous Forest Structure and Viewing Geometry Effects Improves Sentinel-1 Time Series Image Consistency. IEEE Trans. Geosci. Remote. Sens. 61 (2023)
Alexander Brenning
Spatial machine-learning model diagnostics: a model-agnostic distance-based approach. Int. J. Geogr. Inf. Sci. 37 (3) (2023)
Alexander Brenning
Spatial machine-learning model diagnostics: a model-agnostic distance-based approach. CoRR (2021)
Patrick Schratz, Jannes Muenchow, Eugenia Iturritxa, José Cortés, Bernd Bischl, Alexander Brenning
Monitoring Forest Health Using Hyperspectral Imagery: Does Feature Selection Improve the Performance of Machine-Learning Techniques? Remote. Sens. 13 (23) (2021)
Alexander Brenning
Transforming Feature Space to Interpret Machine Learning Models. CoRR (2021)
Zhihao Wang, Alexander Brenning
Active-Learning Approaches for Landslide Mapping Using Support Vector Machines. Remote. Sens. 13 (13) (2021)
Patrick Schratz, Marc Becker, Michel Lang, Alexander Brenning
Mlr3spatiotempcv: Spatiotemporal resampling methods for machine learning in R. CoRR (2021)
Raphael Knevels, Helene Petschko, Philip Leopold, Alexander Brenning
Geographic Object-Based Image Analysis for Automated Landslide Detection Using Open Source GIS Software. ISPRS Int. J. Geo Inf. 8 (12) (2019)
Patrick Schratz, Jannes Muenchow, Eugenia Iturritxa, Jakob Richter, Alexander Brenning
Performance evaluation and hyperparameter tuning of statistical and machine-learning models using spatial data. CoRR (2018)
Christian Geiß, Patrick Aravena Pelizari, Henrik Schrade, Alexander Brenning, Hannes Taubenböck
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. 14 (11) (2017)
Jannes Muenchow, Patrick Schratz, Alexander Brenning
RQGIS: Integrating R with QGIS for Statistical Geocomputing. R J. 9 (2) (2017)
Paul Schumacher, Bunafsha Mislimshoeva, Alexander Brenning, Harald Zandler, Martin Brandt, Cyrus Samimi, Thomas Koellner
Do Red Edge and Texture Attributes from High-Resolution Satellite Data Improve Wood Volume Estimation in a Semi-Arid Mountainous Region? Remote. Sens. 8 (7) (2016)
Harald Zandler, Alexander Brenning, Cyrus Samimi
Potential of Space-Borne Hyperspectral Data for Biomass Quantification in an Arid Environment: Advantages and Limitations. Remote. Sens. 7 (4) (2015)
João Porto de Albuquerque, Benjamin Herfort, Alexander Brenning, Alexander Zipf
A geographic approach for combining social media and authoritative data towards identifying useful information for disaster management. Int. J. Geogr. Inf. Sci. 29 (4) (2015)
J. N. Goetz, Alexander Brenning, Helene Petschko, Philip Leopold
Evaluating machine learning and statistical prediction techniques for landslide susceptibility modeling. Comput. Geosci. 81 (2015)
Aiman Soliman, Richard J. Heck, Alexander Brenning, Ralph Brown, Stephen Miller
Remote Sensing of Soil Moisture in Vineyards Using Airborne and Ground-Based Thermal Inertia Data. Remote. Sens. 5 (8) (2013)
Alexander Brenning
Spatial cross-validation and bootstrap for the assessment of prediction rules in remote sensing: The R package sperrorest. IGARSS (2012)
Werner Adler, Alexander Brenning, Sergej Potapov, Matthias Schmid, Berthold Lausen
Ensemble classification of paired data. Comput. Stat. Data Anal. 55 (5) (2011)
Georg Ruß, Alexander Brenning
Data Mining in Precision Agriculture: Management of Spatial Information. IPMU (2010)
Georg Ruß, Alexander Brenning
Spatial Variable Importance Assessment for Yield Prediction in Precision Agriculture. IDA (2010)