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docs/articles/Biblio.bib

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+@InProceedings{Brenning2012,
+  author    = {A. Brenning},
+  title     = {Spatial cross-validation and bootstrap for the assessment of prediction rules in remote sensing: The {R} package sperrorest},
+  booktitle = {2012 {IEEE} {International} {Geoscience} and {Remote} {Sensing} {Symposium}},
+  year      = {2012},
+  pages     = {5372-5375},
+  doi       = {10.1109/IGARSS.2012.6352393},
+  issn      = {2153-6996},
+  keywords  = {Gabor filters;computer bootstrapping;data analysis;geographic information systems;geophysics computing;pattern classification;prediction theory;remote sensing;sampling methods;statistical analysis;support vector machines;IKONOS-derived Gabor texture features;R package sperrorest;bootstrap strategies;computational prediction methods;geospatial data;maximum-likelihood classification;nonspatial equivalent;open-source statistical data analysis software R;prediction rules;remote-sensing applications;rock-glacier flow structures;spatial autocorrelation;spatial context;spatial crossvalidation;spatial resampling-based estimation procedures;statistical prediction methods;support vector machine;terrain attribute data;Context;Data analysis;Estimation;Predictive models;Remote sensing;Rocks;Support vector machines;Gabor filters;Spatial cross-validation;classification accuracy;land cover classification;rock glaciers;spatial bootstrap},
+}
+
+@InBook{Russ2010b,
+  pages     = {350--359},
+  title     = {Data Mining in Precision Agriculture: Management of Spatial Information},
+  publisher = {Springer Berlin Heidelberg},
+  year      = {2010},
+  author    = {Russ, Georg and Brenning, Alexander},
+  editor    = {Hüllermeier, Eyke and Kruse, Rudolf and Hoffmann, Frank},
+  address   = {Berlin, Heidelberg},
+  booktitle = {{Computational Intelligence for Knowledge-Based Systems Design: 13th International Conference on Information Processing}and {Management of Uncertainty, IPMU 2010, Dortmund, Germany, June 28 - July 2, 2010. Proceedings}},
+  doi       = {10.1007/978-3-642-14049-5_36},
+  isbn      = {978-3-642-14049-5},
+  url       = {http://dx.doi.org/10.1007/978-3-642-14049-5_36},
+}
+
+@InCollection{Russ2010a,
+  author    = {Georg Russ and Alexander Brenning},
+  title     = {Spatial Variable Importance Assessment for Yield Prediction in Precision Agriculture},
+  booktitle = {Lecture Notes in Computer Science},
+  publisher = {Springer Science + Business Media},
+  year      = {2010},
+  pages     = {184--195},
+  doi       = {10.1007/978-3-642-13062-5_18},
+  url       = {http://dx.doi.org/10.1007/978-3-642-13062-5_18},
+}
+
+@Article{Brenning2005,
+  author    = {A. Brenning},
+  title     = {Spatial prediction models for landslide hazards: review, comparison and evaluation},
+  journal   = {Natural Hazards and Earth System Science},
+  year      = {2005},
+  volume    = {5},
+  number    = {6},
+  pages     = {853--862},
+  month     = {nov},
+  doi       = {10.5194/nhess-5-853-2005},
+  publisher = {Copernicus {GmbH}},
+  url       = {http://dx.doi.org/10.5194/nhess-5-853-2005},
+}
+
+@Article{Breiman1996,
+  author    = {Leo Breiman},
+  title     = {Bagging Predictors},
+  journal   = {Machine Learning},
+  year      = {1996},
+  volume    = {24},
+  number    = {2},
+  pages     = {123--140},
+  month     = {aug},
+  doi       = {10.1007/bf00058655},
+  publisher = {Springer Nature},
+  url       = {https://doi.org/10.1007%2Fbf00058655},
+}
+
+@Article{Breiman2001,
+  author    = {Leo Breiman},
+  title     = {Random Forests},
+  journal   = {Machine Learning},
+  year      = {2001},
+  volume    = {45},
+  number    = {1},
+  pages     = {5--32},
+  doi       = {10.1023/a:1010933404324},
+  publisher = {Springer Nature},
+  url       = {https://doi.org/10.1023%2Fa%3A1010933404324},
+}
+
+@Article{Pena2015,
+  author    = {M.A. Pe{\~{n}}a and A. Brenning},
+  title     = {Assessing fruit-tree crop classification from Landsat-8 time series for the Maipo Valley, Chile},
+  journal   = {Remote Sensing of Environment},
+  year      = {2015},
+  volume    = {171},
+  pages     = {234--244},
+  month     = {dec},
+  doi       = {10.1016/j.rse.2015.10.029},
+  publisher = {Elsevier {BV}},
+  url       = {https://doi.org/10.1016%2Fj.rse.2015.10.029},
+}
+
+@Book{James2013,
+  title     = {An Introduction to Statistical Learning},
+  publisher = {Springer New York},
+  year      = {2013},
+  author    = {Gareth James and Daniela Witten and Trevor Hastie and Robert Tibshirani},
+  doi       = {10.1007/978-1-4614-7138-7},
+  url       = {https://doi.org/10.1007%2F978-1-4614-7138-7},
+}
+
+@Article{Hothorn2005,
+  author    = {Torsten Hothorn and Berthold Lausen},
+  title     = {Bundling classifiers by bagging trees},
+  journal   = {Computational Statistics {\&} Data Analysis},
+  year      = {2005},
+  volume    = {49},
+  number    = {4},
+  pages     = {1068--1078},
+  month     = {jun},
+  doi       = {10.1016/j.csda.2004.06.019},
+  publisher = {Elsevier {BV}},
+  url       = {https://doi.org/10.1016%2Fj.csda.2004.06.019},
+}
+
+@Article{Goetz2015,
+  author    = {J.N. Goetz and A. Brenning and H. Petschko and P. Leopold},
+  title     = {Evaluating machine learning and statistical prediction techniques for landslide susceptibility modeling},
+  journal   = {Computers {\&} Geosciences},
+  year      = {2015},
+  volume    = {81},
+  pages     = {1--11},
+  month     = {aug},
+  doi       = {10.1016/j.cageo.2015.04.007},
+  publisher = {Elsevier {BV}},
+  url       = {https://doi.org/10.1016%2Fj.cageo.2015.04.007},
+}
+
+@Article{Knudby2010,
+  author    = {Anders Knudby and Alexander Brenning and Ellsworth LeDrew},
+  title     = {New approaches to modelling fish{\textendash}habitat relationships},
+  journal   = {Ecological Modelling},
+  year      = {2010},
+  volume    = {221},
+  number    = {3},
+  pages     = {503--511},
+  month     = {feb},
+  doi       = {10.1016/j.ecolmodel.2009.11.008},
+  publisher = {Elsevier {BV}},
+  url       = {https://doi.org/10.1016%2Fj.ecolmodel.2009.11.008},
+}
+
+@Comment{jabref-meta: databaseType:bibtex;}