Feature Selection on High Throughput SELDI-TOF Mass-Spectrometry Data for Identifying Biomarker Candidates in Ovarian and Prostate Cancer. - Claudia Plant; Melanie Osl; Bernhard Tilg; Christian Baumgartner (ICDM Workshops, 2006)

Improving Calibration of Logistic Regression Models by Local Estimates. - Melanie Osl; Lucila Ohno-Machado; Christian Baumgartner; Bernhard Tilg; Stephan Dreiseitl (AMIA, 2008)

On the Combination of Logistic Regression and Local Probability Estimates. - Melanie Osl; Christian Baumgartner; Bernhard Tilg; Stephan Dreiseitl (BroadCom, 2008)

A new rule-based algorithm for identifying metabolic markers in prostate cancer using tandem mass spectrometry. - Melanie Osl; Stephan Dreiseitl; Bernhard Pfeifer; Klaus Weinberger; Helmut Klocker; Georg Bartsch; Georg Schäfer; Bernhard Tilg; Armin Graber; Christian Baumgartner (Bioinform., 2008)

Feature Selection Based on Pairwise Classification Performance. - Stephan Dreiseitl; Melanie Osl (EUROCAST, 2009)

On the Combination of Logistic Regression and Local Probability Estimates. - Melanie Osl (Afr. J. Inf. Commun. Technol., 2009)

A new ensemble-based algorithm for identifying breath gas marker candidates in liver disease using ion molecule reaction mass spectrometry. - Michael Netzer; Gunda Millonig; Melanie Osl; Bernhard Pfeifer; Siegfried Praun; Johannes Villinger; Wolfgang Vogel; Christian Baumgartner (Bioinform., 2009)

Demoting redundant features to improve the discriminatory ability in cancer data. - Melanie Osl; Stephan Dreiseitl; Fabio Ribeiro Cerqueira; Michael Netzer; Bernhard Pfeifer; Christian Baumgartner (J. Biomed. Informatics, 2009)

An evaluation of heuristics for rule ranking. - Stephan Dreiseitl; Melanie Osl; Christian Baumgartner; Staal Amund Vinterbo (Artif. Intell. Medicine, 2010)

Effects of Data Grouping on Calibration Measures of Classifiers. - Stephan Dreiseitl; Melanie Osl (EUROCAST (1), 2011)

Bioinformatic-driven search for metabolic biomarkers in disease. - Christian Baumgartner; Melanie Osl; Michael Netzer; Daniela Baumgartner (J. Clin. Bioinform., 2011)

Testing the Calibration of Classification Models from First Principles. - Stephan Dreiseitl; Melanie Osl (AMIA, 2012)

Calibrating predictive model estimates to support personalized medicine. - Xiaoqian Jiang; Melanie Osl; Jihoon Kim 001; Lucila Ohno-Machado (J. Am. Medical Informatics Assoc., 2012)