Publications:
Machine Learning and Computational Biology
Journal Article (6)
1.
Journal Article
A Kernel Two-Sample Test. Journal of Machine Learning Research 13, pp. 723 - 773 (2012)
2.
Journal Article
Feature Selection via Dependence Maximization. Journal of Machine Learning Research 13, pp. 1393 - 1434 (2012)
3.
Journal Article
Joint Modelling of Confounding Factors and Prominent Genetic Regulators Provides Increased Accuracy in Genetical Genomics Studies. PLoS Computational Biology 8 (1), pp. 1 - 9 (2012)
4.
Journal Article
FaST linear mixed models for genome-wide association studies. Nature Methods 8 (10), pp. 833 - 835 (2011)
5.
Journal Article
Weisfeiler-Lehman Graph Kernels. The Journal of Machine Learning Research 12, pp. 2539 - 2561 (2011)
6.
Journal Article
Joint Genetic Analysis of Gene Expression Data with Inferred Cellular Phenotypes. PLoS Genetics 7 (1), pp. 1 - 10 (2011)
Conference Paper (3)
7.
Conference Paper
Personalized medicine: from genotypes and molecular phenotypes towards computed therapy. In: Biocomputing 2012: Proceedings of the Pacific Symposium, pp. 323 - 326 (Eds. Altman, R.; Dunker, A.; Hunter, L.; Murray, T.; Klein, T.). Pacific Symposium on Biocomputing (PSB 2012), Kohala Coast, HI, USA, January 03, 2012 - January 07, 2012. World Scientific Publishing, Singapore (2012)
8.
Conference Paper
Two-locus association mapping in subquadratic time. In: 17th ACM SIGKKD Conference on Knowledge Discovery and Data Mining (KDD 2011), pp. 726 - 734 (Eds. Apté, C.; Ghosh, J.; Smyth, P.). 17th ACM SIGKKD Conference on Knowledge Discovery and Data Mining (KDD 2011), San Diego, CA, USA. ACM Press, New York, NY, USA (2011)
9.
Conference Paper
Epistasis detection on quantitative phenotypes by exhaustive enumeration using GPUs. 19th Annual International Conference on Intelligent Systems for Molecular Biology and 10th European Conference on Computational Biology (ISMB/ECCB 2011), Wien, Austria, July 17, 2011 - July 19, 2011. Bioinformatics 27 (13), pp. i214 - i221 (2011)
Talk (2)
10.
Talk
Exploiting NGS technologies for efficient and accurate genotype to phenotype mapping in plant systems. XVth Meeting of the EUCARPIA Section: Biometrics in Plant Breeding, Stuttgart-Hohenheim, Germany (2012)
11.
Talk
Two-locus association mapping in subquadratic time. Seminar Series: European Molecular Biology Laboratory, Heidelberg, Germany (2011)