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Steven Ganzert, Dipl.-Inf.

Steven Ganzert, Dipl.-Inf.

Research Interests:

Machine Learning and Knowledge Discovery on medical data. My main concern is in the development and application of algorithms for the analysis and modeling of non-linear lung mechanics under mechanical ventilation.


Publications:

Ganzert, S, Kramer, S, and Guttmann, J (2012).
Predicting the lung compliance of mechanically ventilated patients via statistical modeling
Physiological Measurement, 33:345-359.

Ganzert, S, Guttmann, J, Steinmann, D, and Kramer, S (2010).
Equation Discovery for Model Identification in Respiratory Mechanics of the Mechanically Ventilated Human Lung
In: Proceedings of the 13th Conference on Discovery Science, DS-2010, ed. by Bernhard Pfahringer, Geoffrey Holmes, Achim Hoffman, vol. 6332, pp. 296-310, Springer. LNAI.

Liu, H, Stahl, C, Möller, K, Schneider, M, Ganzert, S, Zhao, Z, Tong, X, and Guttmann, J (2010).
Alveolar stability under different combinations of PEEP and tidal volume: alveolar microscopy in isolated injured rat lungs
Chinese Medical Journal, 123:406-411.

Ganzert, S, Kramer, S, Möller, K, Steinmann, D, and Guttmann, J (2009).
Prediction of Mechanical Lung Parameters Using Gaussian Process Models
In: Artificial Intelligence in Medicine. Proceedings of the 12th Conference on Artificial Intelligence in Medicine, AIME 2009, ed. by Carlo Combi, Yuval Shahar, Ameen Abu-Hanna, vol. 5651, pp. 380-384, Springer. LNAI.

Ganzert, S, Kramer, S, Möller, K, Steinmann, D, and Guttmann, J (2009).
Prediction of Mechanical Lung Parameters Using Gaussian Process Models
Technische Universität München, Technical Report TUM-I0911.

Ganzert, S, Möller, K, Kramer, S, Kersting, K, and Guttmann, J (2009).
Identifying Mathematical Models of the Mechanically Ventilated Lung Using Equation Discovery
In: IFMBE Proceedings WC 2009 ''World Congress on Medical Physics and Biomedical Engineering'', ed. by Wolfgang Schlegel, Olaf Dössel, vol. 25(4), pp. 1524-1527, Springer. IFMBE Proceedings.

Ganzert, S, Möller, K, Steinmann, D, Schumann, S, and Guttmann, J (2009).
Pressure-dependent stress relaxation in acute respiratory distress syndrome and healthy lungs: an investigation based on a viscoelastic model
Critical Care, 13(6).

Ganzert, S, Möller, K, Stahl, C, Steinmann, D, and Guttmann, J (2008).
Model based analysis reveals differences in viscoelasticity between ARDS and healthy lungs
Miscellaneous publication, 28th International Symposium on Intensive Care and Emergency Medicine (ISICEM).

Ganzert, S, Möller, K, Stahl, C, Steinmann, D, Schumann, S, and Guttmann, J (2008).
Model based analysis reveals differences in viscoelsticity between ARDS and healthy lungs
Miscellaneous publication, Swiss Society of Biomedical Engineering.

Ganzert, S, Guttmann, J, and Möller, K (2007).
Data fitting for the analysis of mechanical properties of the mechanically ventilated human lung
Miscellaneous publication, Biomedizinische Technik, 52 (Suppl): 421-422.


Short Scientific CV:

2007 - current PhD student at the research group Machine Learning and Data Mining in Bioinformatics, Technische Universität München. Advisor: Prof. Dr. techn. Stefan Kramer
2010 Research associate at the Technische Universität München, Klinikum rechts der Isar, Division of Nuclear Medicine and Polyclinic
2009 – 2010 Research associate at the Technische Universität München, Department of Computer Science, Section XII / Bioinformatics
2006 – 2009 Research associate at the Albert-Ludwigs-University, Freiburg, Division of Anesthesiology and Critical Care Medicine, Section of Experimental Anesthesiology
2004 Research associate at the Albert-Ludwigs-University, Freiburg, Department of Computer Science, Section of Machine Learning and Natural Language Processing