Monitoring Forest Health Using Hyperspectral Imagery: Does Feature Selection Improve the Performance of Machine-Learning Techniques?
Schratz, Patrick, Muenchow, Jannes, Iturritxa, Eugenia, Cortés, José, Bischl, Bernd, Brenning, Alexander
Published in Remote sensing (Basel, Switzerland) (01.12.2021)
Published in Remote sensing (Basel, Switzerland) (01.12.2021)
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Journal Article
Woody cover mapping in the savanna ecosystem of the Kruger National Park using Sentinel-1 C-Band time series data
Urban, Marcel, Heckel, Kai, Berger, Christian, Schratz, Patrick, Smit, Izak P.J., Strydom, Tercia, Baade, Jussi, Schmullius, Christiane
Published in Koedoe (04.08.2020)
Published in Koedoe (04.08.2020)
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Journal Article
The performance of landslide susceptibility models critically depends on the quality of digital elevation models
Brock, Jonas, Schratz, Patrick, Petschko, Helene, Muenchow, Jannes, Micu, Mihai, Brenning, Alexander
Published in Geomatics, natural hazards and risk (01.01.2020)
Published in Geomatics, natural hazards and risk (01.01.2020)
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Journal Article
Monitoring and predictive mapping of floristic biodiversity along a climatic gradient in ENSO's terrestrial core region, NW Peru
Muenchow, Jannes, Dieker, Petra, Böttcher, Thea, Brock, Jonas, Didenko, Gregor, Fremout, Tobias, Jakubka, Desiree, Jentsch, Anke, Nüst, Daniel, Richter, Michael, Rodríguez, Eric Frank, Rodríguez, Rodolfo Arismendiz, Rollenbeck, Rütger, Salazar Zarsosa, Pablo, Schratz, Patrick, Brenning, Alexander
Published in Ecography (Copenhagen) (01.12.2020)
Published in Ecography (Copenhagen) (01.12.2020)
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Journal Article
Mating type ratios and pathogenicity in Diplodia shoot blight fungi populations: Comparative analysis
Manzanos, Tania, Stanosz, Glen R., Smith, Denise R., Muenchow, Jannes, Schratz, Patrick, Brenning, Alexander, Aragonés, Ana, Iturritxa, Eugenia
Published in Forest pathology = Journal de pathologie forestière = Zeitschrift für Forstpathologie (01.02.2019)
Published in Forest pathology = Journal de pathologie forestière = Zeitschrift für Forstpathologie (01.02.2019)
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Journal Article
mlr3: A modern object-oriented machine learning framework in R
Lang, Michel, Binder, Martin, Richter, Jakob, Schratz, Patrick, Pfisterer, Florian, Coors, Stefan, Au, Quay, Casalicchio, Giuseppe, Kotthoff, Lars, Bischl, Bernd
Published in Journal of open source software (11.12.2019)
Published in Journal of open source software (11.12.2019)
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Journal Article
mlr3spatiotempcv: Spatiotemporal resampling methods for machine learning in R
Schratz, Patrick, Becker, Marc, Lang, Michel, Brenning, Alexander
Published in arXiv.org (02.11.2022)
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Published in arXiv.org (02.11.2022)
Paper
Performance evaluation and hyperparameter tuning of statistical and machine-learning models using spatial data
Schratz, Patrick, Muenchow, Jannes, Iturritxa, Eugenia, Richter, Jakob, Brenning, Alexander
Published in arXiv.org (29.03.2018)
Published in arXiv.org (29.03.2018)
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Paper
Journal Article