Author pages are created from data sourced from our academic publisher partnerships and public sources.
- Publications
- Influence
Nonlinear Component Analysis as a Kernel Eigenvalue Problem
- B. Schölkopf, Alex Smola, K. Müller
- Mathematics, Computer Science
- Neural Computation
- 1 July 1998
TLDR
Learning with kernels
- Alex Smola
- Computer Science
- 1998
All rights reserved. No part of this book may be reproduced in any form by any electronic or mechanical means (including photocopying, recording, or information storage and retrieval) without… Expand
A tutorial on support vector regression
- Alex Smola, B. Schölkopf
- Computer Science
- Stat. Comput.
- 1 August 2004
TLDR
Estimating the Support of a High-Dimensional Distribution
- B. Schölkopf, John C. Platt, J. Shawe-Taylor, Alex Smola, R. Williamson
- Mathematics, Medicine
- Neural Computation
- 1 July 2001
TLDR
A Kernel Two-Sample Test
- A. Gretton, K. Borgwardt, Malte J. Rasch, B. Schölkopf, Alex Smola
- Mathematics, Computer Science
- J. Mach. Learn. Res.
- 1 March 2012
TLDR
Hierarchical Attention Networks for Document Classification
- Zichao Yang, Diyi Yang, Chris Dyer, X. He, Alex Smola, E. Hovy
- Computer Science
- HLT-NAACL
- 13 June 2016
We propose a hierarchical attention network for document classification. Our model has two distinctive characteristics: (i) it has a hierarchical structure that mirrors the hierarchical structure of… Expand
A Kernel Method for the Two-Sample-Problem
- A. Gretton, K. Borgwardt, Malte J. Rasch, B. Schölkopf, Alex Smola
- Computer Science, Mathematics
- NIPS
- 4 December 2006
TLDR
Support Vector Regression Machines
- H. Drucker, C. Burges, L. Kaufman, Alex Smola, V. Vapnik
- Computer Science
- NIPS
- 3 December 1996
TLDR
Advances in kernel methods: support vector learning
- B. Schölkopf, C. Burges, Alex Smola
- Mathematics
- 8 February 1999
Introduction to support vector learning roadmap. Part 1 Theory: three remarks on the support vector method of function estimation, Vladimir Vapnik generalization performance of support vector… Expand
Kernel Principal Component Analysis
- B. Schölkopf, Alex Smola, K. Müller
- Computer Science
- ICANN
- 8 October 1997
TLDR