Alexander Brenning

According to our database, Alexander Brenning authored at least 29 papers between 2010 and 2024.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2024

A Transformer Approach for Multi Orbit Per Pixel Time Series Forest Characterization With Sentinel-1.

Markus Zehner, Valentin Kasburg, Clémence Dubois, Christian Thiel, Alexander Brenning, Jussi Baade, Nina Kukowski, Christiane Schmullius

Proceedings of the IGARSS 2024, 2024

Novel Approaches to Model Assessment and Interpretation in Geospatial Machine Learning.

Alexander Brenning

Proceedings of the 10th International Conference on Geographical Information Systems Theory, 2024

2023

Unsupervised active-transfer learning for automated landslide mapping.

Zhihao Wang, Alexander Brenning

Comput. Geosci., December, 2023

Interpreting machine-learning models in transformed feature space with an application to remote-sensing classification.

Alexander Brenning

Mach. Learn., September, 2023

Spatial machine-learning model diagnostics: a model-agnostic distance-based approach.

Alexander Brenning

Int. J. Geogr. Inf. Sci., March, 2023

Accounting for Deciduous Forest Structure and Viewing Geometry Effects Improves Sentinel-1 Time Series Image Consistency.

Markus Zehner, Clémence Dubois, Christian Thiel, Konstantin Schellenberg, Marius Rüetschi, Alexander Brenning, Jussi Baade, Christiane Schmullius

IEEE Trans. Geosci. Remote. Sens., 2023

Web scraping: a promising tool for geographic data acquisition.

Alexander Brenning, Sebastian Henn

CoRR, 2023

2021

Active-Learning Approaches for Landslide Mapping Using Support Vector Machines.

Zhihao Wang, Alexander Brenning

Remote. Sens., 2021

Monitoring Forest Health Using Hyperspectral Imagery: Does Feature Selection Improve the Performance of Machine-Learning Techniques?

Patrick Schratz, Jannes Muenchow, Eugenia Iturritxa, José Cortés, Bernd Bischl, Alexander Brenning

Remote. Sens., 2021

Mlr3spatiotempcv: Spatiotemporal resampling methods for machine learning in R.

Patrick Schratz, Marc Becker, Michel Lang, Alexander Brenning

CoRR, 2021

Transforming Feature Space to Interpret Machine Learning Models.

Alexander Brenning

CoRR, 2021

2020

Monitoring forest health using hyperspectral imagery: Does feature selection improve the performance of machine-learning techniques?

Patrick Schratz, Jannes Muenchow, Eugenia Iturritxa, José Cortés, Alexander Brenning, Bernd Bischl

Dataset, January, 2020

2019

2019-feature-selection.

Patrick Schratz, Jannes Muenchow, Eugenia Iturritxa, Alexander Brenning, Bernd Bischl

Dataset, April, 2019

2019-feature-selection.

Patrick Schratz, Jannes Muenchow, Eugenia Iturritxa, Alexander Brenning, Bernd Bischl

Dataset, April, 2019

2019-feature-selection.

Patrick Schratz, Jannes Muenchow, Eugenia Iturritxa, Alexander Brenning, Bernd Bischl

Dataset, April, 2019

2019-feature-selection.

Patrick Schratz, Jannes Muenchow, Eugenia Iturritxa, Alexander Brenning, Bernd Bischl

Dataset, April, 2019

Geographic Object-Based Image Analysis for Automated Landslide Detection Using Open Source GIS Software.

Raphael Knevels, Helene Petschko, Philip Leopold, Alexander Brenning

ISPRS Int. J. Geo Inf., 2019

2018

Performance evaluation and hyperparameter tuning of statistical and machine-learning models using spatial data.

Patrick Schratz, Jannes Muenchow, Eugenia Iturritxa, Jakob Richter, Alexander Brenning

CoRR, 2018

2017

RQGIS: Integrating R with QGIS for Statistical Geocomputing.

Jannes Muenchow, Patrick Schratz, Alexander Brenning

R J., 2017

On the Effect of Spatially Non-Disjoint Training and Test Samples on Estimated Model Generalization Capabilities in Supervised Classification With Spatial Features.

Christian Geiß, Patrick Aravena Pelizari, Henrik Schrade, Alexander Brenning, Hannes Taubenböck

IEEE Geosci. Remote. Sens. Lett., 2017

2016

Do Red Edge and Texture Attributes from High-Resolution Satellite Data Improve Wood Volume Estimation in a Semi-Arid Mountainous Region?

Paul Schumacher, Bunafsha Mislimshoeva, Alexander Brenning, Harald Zandler, Martin Brandt, Cyrus Samimi, Thomas Koellner

Remote. Sens., 2016

2015

Potential of Space-Borne Hyperspectral Data for Biomass Quantification in an Arid Environment: Advantages and Limitations.

Harald Zandler, Alexander Brenning, Cyrus Samimi

Remote. Sens., 2015

A geographic approach for combining social media and authoritative data towards identifying useful information for disaster management.

João Porto de Albuquerque, Benjamin Herfort, Alexander Brenning, Alexander Zipf

Int. J. Geogr. Inf. Sci., 2015

Evaluating machine learning and statistical prediction techniques for landslide susceptibility modeling.

Jason Goetz, Alexander Brenning, Helene Petschko, Philip Leopold

Comput. Geosci., 2015

2013

Remote Sensing of Soil Moisture in Vineyards Using Airborne and Ground-Based Thermal Inertia Data.

Aiman Soliman, Richard J. Heck, Alexander Brenning, Ralph Brown, Stephen Miller

Remote. Sens., 2013

2012

Spatial cross-validation and bootstrap for the assessment of prediction rules in remote sensing: The R package sperrorest.

Alexander Brenning

Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

2011

Ensemble classification of paired data.

Werner Adler, Alexander Brenning, Sergej Potapov, Matthias Schmid, Berthold Lausen

Comput. Stat. Data Anal., 2011

2010

Data Mining in Precision Agriculture: Management of Spatial Information.

Georg Ruß, Alexander Brenning

Proceedings of the Computational Intelligence for Knowledge-Based Systems Design, 2010

Spatial Variable Importance Assessment for Yield Prediction in Precision Agriculture.

Georg Ruß, Alexander Brenning

Proceedings of the Advances in Intelligent Data Analysis IX, 9th International Symposium, 2010