Volker Roth

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Citations	5890	2400
h-index	36	26
i10-index	61	43

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

Volker Roth

Associate Professor of Computer Science, University of Basel

Verified email at unibas.ch - Homepage

Machine Learning Biomedical Data Analysis


Title Sort by citations Sort by year Sort by title	Cited by Cited by	Year
Stability-based validation of clustering solutions T Lange, V Roth, ML Braun, JM Buhmann Neural computation 16 (6), 1299-1323, 2004	544	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	438	2010
Nonlinear discriminant analysis using kernel functions V Roth, V Steinhage Advances in neural information processing systems, 1999, 568--574, 1999	361	1999
The generalized LASSO V Roth IEEE transactions on neural networks 15 (1), 16-28, 2004	294	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	289	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	234	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	219	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	195	2005
A resampling approach to cluster validation V Roth, T Lange, M Braun, J Buhmann Compstat, 123-128, 2002	181	2002
Feature selection in clustering problems V Roth, T Lange Advances in neural information processing systems 16, 473-480, 2003	180	2003
Stability-based model selection T Lange, M Braun, V Roth, J Buhmann Advances in neural information processing systems 15, 633-642, 2002	144	2002
Beyond sparsity: Tree regularization of deep models for interpretability M Wu, MC Hughes, S Parbhoo, M Zazzi, V Roth, F Doshi-Velez Thirty-Second AAAI Conference on Artificial Intelligence, 2018	139	2018
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	134	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	125	2013
Kernel fisher discriminants for outlier detection V Roth Neural computation 18 (4), 942-960, 2006	122	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	118	2014
Clustering with the connectivity kernel B Fischer, V Roth, JM Buhmann Advances in neural information processing systems 16, 89-96, 2004	105	2004
Probabilistic discriminative kernel classifiers for multi-class problems V Roth Joint pattern recognition symposium, 246-253, 2001	99	2001
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	95	2009

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