Publications
Pattern Recognition in the Quantitative Analysis of Vector-Valued Image Data: Diagnostic Systems and Applications. University of Heidelberg
(2007). On oblique random forests. European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases 2011. Proceedings. Springer. 453-469
Technical Report (665.33 KB)
(2011). 
Multimodal Medical Image Analysis: from Visualization to Disease Modeling. Zeitschrift für Med. Physik. 1 1-2
Technical Report (481.58 KB)
(2010). 
From eigenspots to fisherspots -- latent spaces in the nonlinear detection of spot patterns in a highly variable background. Advances in data analysis. Springer. 33 255-262
Technical Report (248.87 KB)
(2007). 
Machine-based rejection of low quality spectra and estimation of brain tumor probabilities from magnetic resonance spectroscopic images. Bildverarbeitung für die Medizin. 31-36
Technical Report (672.84 KB)
(2006). 
A Comparison of Random Forest and its Gini Importance with Standard Chemometric Methods for the Feature Selection and Classification of Spectral Data. BMC Bioinformatics. 10:213
Technical Report (675 KB)
(2009). 
Mimicking the human expert: pattern recognition for an automated assessment of data quality in MRSI. Magnetic Resonance in Medicine. 59 1457-1466
Technical Report (1.45 MB)
(2008). 
Optimal Classification of Long Echo Time in vivo Magnetic Resonance Spectra in the Detection of Recurrent Brain Tumor. NMR in Biomedicine. 19 599-609
Technical Report (289.77 KB)
(2006). 
Virtual Survey on North Mesopotamian Tell Sites by Means of Satellite Remote Sensing. Broadening Horizons: Multidisciplinary Approaches to Landscape Study. Cambridge Scholars Publishing. 5-29
Technical Report (1.2 MB)
(2007). 
Multivariate feature selection and hierarchical classification for infrared spectroscopy: serum-based detection of bovine spongiform encephalopathy. Analytical and Bioanalytical Chemistry. 387 1801-1807
Technical Report (283.47 KB)
(2007). 
Classification of multispectral ASTER imagery in the archaeological survey for settlement sites of the Near East. Proc 10th International Symposium on Physical Measurements and Signature in Remote Sensing (ISPMRS 07), Davos, Switzerland. International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Technical Report (920.71 KB)
(2007). 
Detection of ancient settlement mounds - Archaeological survey based on the SRTM terrain model. Photgrammetric Engineering & Remote Sensing. 3 321-327
Technical Report (643.89 KB)
(2006). 
Tell Spotting - Surveying Near Eastern Settlement Mounds from Space. Proceedings of the XXth CIPA International Symposium 2005, Torino, Italy. 217-223
Technical Report (2.53 MB)
(2005). 
Classification of in vivo magnetic resonance spectra. Classification in ubiquitous challenge: Proceedings of the GfKl 2004. Springer. 362-369
Technical Report (240.1 KB)
(2004). 
Klassifikation Von Magnetresonanzspektren. University of Heidelberg
(2004).