Volker Roth

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Citations	6267	2390
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Joachim M. BuhmannETH ZurichVerified email at inf.ethz.ch
Sonali ParbhooAssistant Professor, Imperial College LondonVerified email at imperial.ac.uk
Julia E VogtETH ZurichVerified email at inf.ethz.ch
Bernd FischerDKFZ - German Cancer Research CenterVerified email at dkfz.de
Sandhya PrabhakaranApplied Research Scientist, Moffitt Cancer Center, FloridaVerified email at moffitt.org
Niko BeerenwinkelProfessor of Computational Biology, ETH ZurichVerified email at bsse.ethz.ch
Markus HeimProfessor of Medicine, University of Basel, SwitzerlandVerified email at unibas.ch
Thomas J. FuchsIcahn School of Medicine at Mount SinaiVerified email at mssm.edu
Peter FuhrDept. of Neurology, University of Basel, SwitzerlandVerified email at usb.ch
Volker SteinhageAcad. Dir., Bonn Univ.Verified email at cs.uni-bonn.de
Mikio L. BraunTU Berlin (allumni)Verified email at getyourguide.de
Mélanie ReyVerified email at unibas.ch
Finale Doshi-VelezProfessor, HarvardVerified email at seas.harvard.edu
Osvaldo ZagordiUniversity of ZurichVerified email at virology.uzh.ch
Aleksander WieczorekUniversity of BaselVerified email at unibas.ch
Menorca ChaturvediUniversity of Basel and University Hospital BaselVerified email at unibas.ch
David AdametzData ScientistVerified email at ubs.com
Peter WildFull Professor of Pathology, Director Dr. Senckenberg Institute of Pathology, Univ. HospitalVerified email at kgu.de
Sudhir RamanNovartisVerified email at novartis.com
Andreas PapassotiropoulosTransfaculty Research Platform Molecular and Cognitive NeuroscienceVerified email at unibas.ch

Volker Roth

Professor of Computer Science, University of Basel

Verified email at unibas.ch - Homepage

Machine Learning Biomedical Data Analysis


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Stability-based validation of clustering solutions T Lange, V Roth, ML Braun, JM Buhmann Neural computation 16 (6), 1299-1323, 2004	571	2004
Second messenger-mediated adjustment of bacterial swimming velocity A Boehm, M Kaiser, H Li, C Spangler, CA Kasper, M Ackermann, ... Cell 141 (1), 107-116, 2010	455	2010
Nonlinear discriminant analysis using kernel functions V Roth, V Steinhage Advances in neural information processing systems, 1999, 568--574, 1999	360	1999
The generalized LASSO V Roth IEEE transactions on neural networks 15 (1), 16-28, 2004	316	2004
Interferon-induced gene expression is a stronger predictor of treatment response than IL28B genotype in patients with hepatitis C MT Dill, FHT Duong, JE Vogt, S Bibert, PY Bochud, L Terracciano, ... Gastroenterology 140 (3), 1021-1031. e10, 2011	292	2011
Challenges and opportunities in estimating viral genetic diversity from next-generation sequencing data N Beerenwinkel, HF Günthard, V Roth, KJ Metzner Frontiers in microbiology 3, 329, 2012	247	2012
Optimal cluster preserving embedding of nonmetric proximity data V Roth, J Laub, M Kawanabe, JM Buhmann IEEE Transactions on Pattern Analysis and Machine Intelligence 25 (12), 1540 …, 2003	234	2003
The group-lasso for generalized linear models: uniqueness of solutions and efficient algorithms V Roth, B Fischer Proceedings of the 25th international conference on Machine learning, 848-855, 2008	226	2008
NovoHMM: a hidden Markov model for de novo peptide sequencing B Fischer, V Roth, F Roos, J Grossmann, S Baginsky, P Widmayer, ... Analytical chemistry 77 (22), 7265-7273, 2005	201	2005
Feature selection in clustering problems V Roth, T Lange Advances in neural information processing systems 16, 2003	185	2003
A resampling approach to cluster validation V Roth, T Lange, M Braun, J Buhmann Compstat, 123-128, 2002	185	2002
Beyond sparsity: Tree regularization of deep models for interpretability M Wu, M Hughes, S Parbhoo, M Zazzi, V Roth, F Doshi-Velez Proceedings of the AAAI conference on artificial intelligence 32 (1), 2018	181	2018
Stability-based model selection T Lange, M Braun, V Roth, J Buhmann Advances in neural information processing systems 15, 2002	146	2002
Deep sequencing of a genetically heterogeneous sample: local haplotype reconstruction and read error correction O Zagordi, L Geyrhofer, V Roth, N Beerenwinkel Journal of computational biology 17 (3), 417-428, 2010	136	2010
Probabilistic inference of viral quasispecies subject to recombination A Töpfer, O Zagordi, S Prabhakaran, V Roth, E Halperin, N Beerenwinkel Journal of Computational Biology 20 (2), 113-123, 2013	135	2013
Kernel fisher discriminants for outlier detection V Roth Neural computation 18 (4), 942-960, 2006	127	2006
Full-length haplotype reconstruction to infer the structure of heterogeneous virus populations FD Giallonardo, A Töpfer, M Rey, S Prabhakaran, Y Duport, C Leemann, ... Nucleic acids research 42 (14), e115-e115, 2014	122	2014
Clustering with the connectivity kernel B Fischer, V Roth, J Buhmann Advances in neural information processing systems 16, 2003	105	2003
The Bayesian group-lasso for analyzing contingency tables S Raman, TJ Fuchs, PJ Wild, E Dahl, V Roth Proceedings of the 26th Annual International Conference on Machine Learning …, 2009	98	2009
Probabilistic discriminative kernel classifiers for multi-class problems V Roth Joint pattern recognition symposium, 246-253, 2001	97	2001

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