Volker Roth - Google Scholar

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	All	Since 2015
Citations	5267	2279
h-index	34	25
i10-index	58	44

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Co-authors

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
Sandhya PrabhakaranApplied Research Scientist, Moffitt Cancer Center, FloridaVerified email at moffitt.org
Markus HeimProfessor of Medicine, University of Basel, SwitzerlandVerified email at unibas.ch
Thomas J. FuchsMemorial Sloan Kettering Cancer CenterVerified email at mskcc.org
Sonali ParbhooHarvard UniversityVerified email at seas.harvard.edu
Niko BeerenwinkelProfessor of Computational Biology, ETH ZurichVerified email at bsse.ethz.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
Peter FuhrDept. of Neurology, University of Basel, SwitzerlandVerified email at usb.ch
Osvaldo ZagordiUniversity of ZurichVerified email at virology.uzh.ch
Peter WildFull Professor of Pathology, Director Dr. Senckenberg Institute of Pathology, Univ. HospitalVerified email at kgu.de
David AdametzLead Data Scientist & Manager Data AnalyticsVerified email at p3-group.com
Andreas PapassotiropoulosTransfaculty Research Platform Molecular and Cognitive NeuroscienceVerified email at unibas.ch
Pierre-Yves BochudUniversity hospital and university of LausanneVerified email at chuv.ch
Sudhir RamanAmazonVerified email at amazon.com
Finale DoshiAssistant Professor, HarvardVerified email at seas.harvard.edu
Aleksander WieczorekUniversity of BaselVerified email at unibas.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	513	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	395	2010
Nonlinear discriminant analysis using kernel functions V Roth, V Steinhage Advances in neural information processing systems, 1999, 568--574, 1999	347	1999
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	279	2011
The generalized LASSO V Roth IEEE transactions on neural networks 15 (1), 16-28, 2004	273	2004
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	213	2003
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	211	2012
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	201	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	181	2005
A resampling approach to cluster validation V Roth, T Lange, M Braun, J Buhmann Compstat, 123-128, 2002	174	2002
Feature selection in clustering problems V Roth, T Lange Advances in neural information processing systems, 473-480, 2004	167	2004
Stability-based model selection T Lange, ML Braun, V Roth, JM Buhmann Advances in neural information processing systems, 633-642, 2003	133	2003
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	126	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	111	2013
Kernel fisher discriminants for outlier detection V Roth Neural computation 18 (4), 942-960, 2006	108	2006
Clustering with the connectivity kernel B Fischer, V Roth, JM Buhmann Advances in neural information processing systems, 89-96, 2004	98	2004
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	94	2014
Probabilistic discriminative kernel classifiers for multi-class problems V Roth Joint Pattern Recognition Symposium, 246-253, 2001	93	2001
Semi-supervised LC/MS alignment for differential proteomics B Fischer, J Grossmann, V Roth, W Gruissem, S Baginsky, JM Buhmann Bioinformatics 22 (14), e132-e140, 2006	88	2006
Beyond sparsity: Tree regularization of deep models for interpretability M Wu, MC Hughes, S Parbhoo, M Zazzi, V Roth, F Doshi-Velez arXiv preprint arXiv:1711.06178, 2017	87	2017

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