Publications

 

Refereed Publications

1. Marcel Dettling and Peter Bühlmann (2002)
Supervised Clustering of Genes
Genome Biology, Vol. 3, No. 12, p. 0069.1-0069.15

2. Marcel Dettling and Peter Bühlmann (2003)
Boosting for Tumor Classification with Gene Expression Data
Bioinformatics, Vol. 19, No. 9, p. 1061-1069

3. Marcel Dettling and Peter Bühlmann (2004)
Finding Predictive Gene Groups from Microarray Data
Journal of Multivariate Analysis, Vol. 90, No. 1, p. 106--131

4. Marcel Dettling and Peter Bühlmann (2004)
Risk and Volatility Estimation with Linear and Nonlinear Methods Based on High Frequency Data
Applied Financial Economics, Vol. 14, No. 10, p. 717-729.

5. Oliver Teuffel, Marcel Dettling, Gunnar Cario, Martin Stanulla, Martin Schrappe, Peter Bühlmann, Felix Niggli and Beat Schäfer (2004)
Gene Expression Profiles and Risk Stratification in Childhood Acute Leukemia
Haematologica, Vol. 89, p. 801-808.

6. Marco Wachtel, Marcel Dettling, Eva Koscielnak, Sabine Stegmaier, Joern Treuner, Katja Simon-Klingenstein, Peter Bühlmann, Felix Niggli and Beat Schaefer (2004).
Gene Expression Signatures Identify Rhabdomyosarcoma Subtypes and Detect Novel t(2;2)(q35;p23) Translocation Fusing PAX3 and NCOA1.
Cancer Research, Vol. 64, p. 5539-5545.

7. Robert Gentleman, Vince Carey, Doug Bates, Ben Bolstad, Marcel Dettling, Sandrine Dudoit, Byron Ellis, Laurent Gautier, Yongchao Ge, Jeff Gentry, Kurt Hornik, Torsten Hothorn, Wolfgang Huber, Stefano Iacus, Rafael Irizarry, Fritz Leisch, Martin Maechler, Tony Rossini, Gunther Sawitzki, Colin Smith, Gordon Smyth, Luke Tierney, Jean Yang and John Zhang (2004).
Bioconductor: Open Software Development for Computational Biology and Bioinformatics
Genome Biology, Vol. 5, R80.

8. Oliver Teuffel, David Betts, Marcel Dettling, Rahel Schaub, Beat Schäfer and Felix Niggli (2004)
Prenatal Origin of Separate Evolution of Leukemia in Identical Twins
Leukemia, Vol. 18, p. 1624-1629.

9. Marcel Dettling (2004)
BagBoosting for Tumor Classification with Gene Expression Data
Bioinformatics, Vol. 20, No. 18, p. 3583-3593.

10. Torsten Hothorn, Marcel Dettling and Peter Bühlmann (2005).
Computational Inference
Bioinformatics and Computational Biology Solutions Using R and Bioconductor. Springer, New York. ISBN 0-387-25146-4.

11. Marcel Dettling (2005).
Case Study on Microarray Classification
Bioinformatics and Computational Biology Solutions Using R and Bioconductor. Springer, New York. ISBN 0-387-25146-4.

12. Marcel Dettling, Edward Gabrielson and Giovanni Parmigiani (2005).
Searching for Differentially Expressed Gene Combinations
Genome Biology, Vol. 6, R88


Proceedings

13. Marcel Dettling (2002)
Supervised Clustering of Genes (short version)
Proceedings of the 15th Conference in Computational Statistics, Compstat 2002, Berlin. ISBN 3-00-009819-4

14. Marcel Dettling (2003)
Revealing Predictive Gene Groups with Supervised Algorithms
Proceedings of the Conference in Distributed Statistical Computing 2003, Vienna. Editors: Kurt Hornik, Friedrich Leisch and Achim Zeileis. ISSN 1609-395X.

15. Marcel Dettling (2005).
Finding Predictive Gene Groups from Microarray Data and Combining them with Clinical Predictor Variables
Proceedings of the 55th Session of the International Statistical Institute, Sydney, Australia. ISBN 1-977949-28-2.


Software

16. Marcel Dettling (2003).
Package supclust , for supervised clustering of genes and finding predictive gene groups from microarray data.
R: A Language and Environment for Statistical Computing, Vienna, Austria. ISBN 3-900051-00-3.

17. Marcel Dettling (2004).
Package boost, implementing machine learning techniques and simulation procedures.
R: A Language and Environment for Statistical Computing, Vienna, Austria. ISBN 3-900051-00-3.


Technical Reports and Submitted Manuscripts

18. Marcel Dettling and Peter Bühlmann (2003).
Supervised Gene Clustering with Penalized Logistic Regression
Technical Report Nr. 115, Seminar für Statistik, ETH Zuerich.

19. Marcel Dettling (2004).
Supervised Learning in Very High Dimensional Problems with Applications to Microarray Data
Ph.D. Thesis No. 15580, ETH Zuerich.


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