Alex Smola

Cited by

	All	Since 2018
Citations	158136	71787
h-index	136	96
i10-index	350	256

17000

8500

4250

12750

200020012002200320042005200620072008200920102011201220132014201520162017201820192020202120222023492 721 935 1748 2436 3225 3744 4232 4567 5109 5523 5635 6077 6735 7237 8096 8541 9233 11125 13078 14769 16025 15772 986

Public access

View all

31 articles

0 articles

available

not available

Based on funding mandates

Co-authors

Bernhard SchölkopfDirector, Max Planck Institute for Intelligent Systems; Professor at ETH Zürich, and DistinguishedVerified email at tuebingen.mpg.de
Arthur GrettonGatsby Computational Neuroscience Unit, UCLVerified email at gatsby.ucl.ac.uk
Klaus-Robert MüllerTU Berlin & Korea University & Google Brain & Max Planck Institute for InformaticsVerified email at tu-berlin.de
Robert C. WilliamsonUniversity of TübingenVerified email at uni-tuebingen.de
S V N VishwanathanAssociate Professor of Statistics and Computer Science, Purdue UniversityVerified email at stat.purdue.edu
Karsten BorgwardtProfessor, ETH ZurichVerified email at bsse.ethz.ch
Amr AhmedSenior Staff Research Scientist, Google AIVerified email at google.com
Le SongBiomap, Mohamed bin Zayed University of Artificial IntelligenceVerified email at biomap.com
Peter BartlettProfessor, EECS and Statistics, UC BerkeleyVerified email at cs.berkeley.edu
Mu LiAmazonVerified email at amazon.com
Gunnar RätschProfessor, ETH ZürichVerified email at inf.ethz.ch
Quoc V. LeResearch Scientist, Google BrainVerified email at stanford.edu
Sebastian MikacomtravoVerified email at comtravo.com
vapnikProfessor of Columbia, Fellow of NEC Labs America, Verified email at nec-labs.com
John Shawe-TaylorUCLVerified email at cs.ucl.ac.uk
Manzil ZaheerGoogle ResearchVerified email at cmu.edu
Zichao YangCarnegie Mellon UniversityVerified email at cs.cmu.edu
Malte J RaschIBM Research AIVerified email at ibm.com
Barnabas PoczosAssociate professor, Carnegie Mellon UniversityVerified email at cs.cmu.edu
Choon Hui TeoAmazonVerified email at amazon.com

Alex Smola

Amazon Web Services

Verified email at smola.org - Homepage

Machine Learning Deep Learning Systems


Title Sort by citations Sort by year Sort by title	Cited by Cited by	Year
Learning with kernels: Support vector machines, regularization, optimization, and beyond B Schölkopf, AJ Smola the MIT Press, 2002	22319*	2002
A tutorial on support vector regression AJ Smola, B Schölkopf Statistics and computing 14, 199-222, 2004	13437	2004
Nonlinear component analysis as a kernel eigenvalue problem B Schölkopf, A Smola, KR Müller Neural computation 10 (5), 1299-1319, 1998	10242	1998
Support vector regression machines H Drucker, CJ Burges, L Kaufman, A Smola, V Vapnik Advances in neural information processing systems 9, 1996	5524	1996
Estimating the support of a high-dimensional distribution B Schölkopf, JC Platt, J Shawe-Taylor, AJ Smola, RC Williamson Neural computation 13 (7), 1443-1471, 2001	4759	2001
Hierarchical attention networks for document classification Z Yang, D Yang, C Dyer, X He, A Smola, E Hovy Proceedings of the 2016 conference of the North American chapter of the …, 2016	4711	2016
A kernel two-sample test A Gretton, KM Borgwardt, MJ Rasch, B Schölkopf, A Smola The Journal of Machine Learning Research 13 (1), 723-773, 2012	3886	2012
Support vector method for function approximation, regression estimation and signal processing V Vapnik, S Golowich, A Smola Advances in neural information processing systems 9, 1996	3869	1996
New support vector algorithms B Schölkopf, AJ Smola, RC Williamson, PL Bartlett Neural computation 12 (5), 1207-1245, 2000	3680	2000
Kernel principal component analysis B Schölkopf, A Smola, KR Müller Artificial Neural Networks—ICANN'97: 7th International Conference Lausanne …, 2005	2985	2005
Advances in kernel methods: support vector learning B Schölkopf, CJC Burges, AJ Smola MIT press, 1999	2470	1999
Kernel methods in machine learning T Hofmann, B Schölkopf, AJ Smola	2344	2008
Estimating the support of a high-dimensional distribution JC Platt, JS Shawe-Taylor, AJ Smola, RC Williamson Neural computation 13 (7), 1443-1471, 2001	2195	2001
A generalized representer theorem B Schölkopf, R Herbrich, AJ Smola Computational Learning Theory: 14th Annual Conference on Computational …, 2001	1932	2001
Support vector method for novelty detection B Schölkopf, RC Williamson, A Smola, J Shawe-Taylor, J Platt Advances in neural information processing systems 12, 1999	1922	1999
kernlab-an S4 package for kernel methods in R K Hornik, A Zeileis Journal of statistical software, 2004	1916	2004
Stacked attention networks for image question answering Z Yang, X He, J Gao, L Deng, A Smola Proceedings of the IEEE conference on computer vision and pattern …, 2016	1874	2016
A kernel method for the two-sample-problem A Gretton, K Borgwardt, M Rasch, B Schölkopf, A Smola Advances in neural information processing systems 19, 2006	1849	2006
Correcting sample selection bias by unlabeled data J Huang, A Gretton, K Borgwardt, B Schölkopf, A Smola Advances in neural information processing systems 19, 2006	1832	2006
Deep sets M Zaheer, S Kottur, S Ravanbakhsh, B Poczos, RR Salakhutdinov, ... Advances in neural information processing systems 30, 2017	1830	2017

The system can't perform the operation now. Try again later.

Articles 1–20

Citations per year

Duplicate citations

Merged citations

Add co-authorsCo-authors

Follow

Cited by

Co-authors