Karsten Borgwardt
Karsten Borgwardt
Professor of Machine Learning in the Life Sciences at ETH Zurich
Verified email at bsse.ethz.ch - Homepage
TitleCited byYear
A kernel two-sample test
A Gretton, KM Borgwardt, MJ Rasch, B Schölkopf, A Smola
Journal of Machine Learning Research 13 (Mar), 723-773, 2012
12812012
Correcting sample selection bias by unlabeled data
J Huang, A Gretton, K Borgwardt, B Schölkopf, AJ Smola
Advances in neural information processing systems, 601-608, 2007
10692007
A kernel method for the two-sample-problem
A Gretton, K Borgwardt, M Rasch, B Schölkopf, AJ Smola
Advances in neural information processing systems, 513-520, 2007
9002007
Whole-genome sequencing of multiple Arabidopsis thaliana populations
J Cao, K Schneeberger, S Ossowski, T Günther, S Bender, J Fitz, ...
Nature genetics 43 (10), 956, 2011
8382011
Graph kernels
SVN Vishwanathan, NN Schraudolph, R Kondor, KM Borgwardt
Journal of Machine Learning Research 11 (Apr), 1201-1242, 2010
7232010
Weisfeiler-lehman graph kernels
N Shervashidze, P Schweitzer, EJ Leeuwen, K Mehlhorn, KM Borgwardt
Journal of Machine Learning Research 12 (Sep), 2539-2561, 2011
6422011
Shortest-path kernels on graphs
KM Borgwardt, HP Kriegel
Fifth IEEE international conference on data mining (ICDM'05), 8 pp., 2005
6222005
Protein function prediction via graph kernels
KM Borgwardt, CS Ong, S Schönauer, SVN Vishwanathan, AJ Smola, ...
Bioinformatics 21 (suppl_1), i47-i56, 2005
5312005
Integrating structured biological data by kernel maximum mean discrepancy
KM Borgwardt, A Gretton, MJ Rasch, HP Kriegel, B Schölkopf, AJ Smola
Bioinformatics 22 (14), e49-e57, 2006
5132006
Spontaneous epigenetic variation in the Arabidopsis thaliana methylome
C Becker, J Hagmann, J Müller, D Koenig, O Stegle, K Borgwardt, ...
Nature 480 (7376), 245, 2011
5052011
Efficient graphlet kernels for large graph comparison
N Shervashidze, SVN Vishwanathan, T Petri, K Mehlhorn, K Borgwardt
Artificial Intelligence and Statistics, 488-495, 2009
4822009
1,135 genomes reveal the global pattern of polymorphism in Arabidopsis thaliana
C Alonso-Blanco, J Andrade, C Becker, F Bemm, J Bergelson, ...
Cell 166 (2), 481-491, 2016
3952016
The genome of the simian and human malaria parasite Plasmodium knowlesi
A Pain, U Böhme, AE Berry, K Mungall, RD Finn, AP Jackson, T Mourier, ...
Nature 455 (7214), 799, 2008
3622008
Covariate shift by kernel mean matching
A Gretton, A Smola, J Huang, M Schmittfull, K Borgwardt, B Schölkopf
Dataset shift in machine learning 3 (4), 5, 2009
2682009
Supervised feature selection via dependence estimation
L Song, A Smola, A Gretton, KM Borgwardt, J Bedo
Proceedings of the 24th international conference on Machine learning, 823-830, 2007
2602007
Feature selection via dependence maximization
L Song, A Smola, A Gretton, J Bedo, K Borgwardt
Journal of Machine Learning Research 13 (May), 1393-1434, 2012
2522012
Fast subtree kernels on graphs
N Shervashidze, K Borgwardt
Advances in neural information processing systems, 1660-1668, 2009
2182009
Future trends in data mining
HP Kriegel, KM Borgwardt, P Kröger, A Pryakhin, M Schubert, A Zimek
Data Mining and Knowledge Discovery 15 (1), 87-97, 2007
2022007
Epigenomic diversity in a global collection of Arabidopsis thaliana accessions
T Kawakatsu, SC Huang, F Jupe, E Sasaki, RJ Schmitz, MA Urich, ...
Cell 166 (2), 492-505, 2016
2002016
Arabidopsis defense against Botrytis cinerea: chronology and regulation deciphered by high-resolution temporal transcriptomic analysis
O Windram, P Madhou, S McHattie, C Hill, R Hickman, E Cooke, ...
The Plant Cell 24 (9), 3530-3557, 2012
1982012
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