S V N Vishwanathan
S V N Vishwanathan
Associate Professor of Statistics and Computer Science, Purdue University
Verified email at stat.purdue.edu - Homepage
TitleCited byYear
Introduction to machine learning
E Alpaydin
MIT press, 2014
14302014
Graph kernels
SVN Vishwanathan, NN Schraudolph, R Kondor, KM Borgwardt
Journal of Machine Learning Research 11 (Apr), 1201-1242, 2010
7252010
Protein function prediction via graph kernels
KM Borgwardt, CS Ong, S Schönauer, SVN Vishwanathan, AJ Smola, ...
Bioinformatics 21 (suppl_1), i47-i56, 2005
5322005
Integrated sustainable life cycle design: a review
K Ramani, D Ramanujan, WZ Bernstein, F Zhao, J Sutherland, ...
Journal of Mechanical Design 132 (9), 091004, 2010
485*2010
Efficient graphlet kernels for large graph comparison
N Shervashidze, SVN Vishwanathan, T Petri, K Mehlhorn, K Borgwardt
Artificial Intelligence and Statistics, 488-495, 2009
4842009
Fast kernels for string and tree matching
SVN Vishwanathan, AJ Smola
Kernel methods in computational biology 15, 113-130, 2004
4272004
Predicting structured data
G BakIr, T Hofmann, B Schölkopf, AJ Smola, B Taskar
MIT press, 2007
4062007
Accelerated training of conditional random fields with stochastic gradient methods
SVN Vishwanathan, NN Schraudolph, MW Schmidt, KP Murphy
ICML 6, 969-976, 2006
3742006
Introduction to machine learning
M Gales
3312008
Bundle methods for regularized risk minimization
CH Teo, SVN Vishwanthan, AJ Smola, QV Le
Journal of Machine Learning Research 11 (Jan), 311-365, 2010
2632010
Deep graph kernels
P Yanardag, SVN Vishwanathan
Proceedings of the 21th ACM SIGKDD International Conference on Knowledge …, 2015
2582015
Kernel Methods for Missing Variables.
AJ Smola, SVN Vishwanathan, T Hofmann
AISTATS, 2005
2422005
Multiple kernel learning and the SMO algorithm
Z Sun, N Ampornpunt, M Varma, S Vishwanathan
Advances in neural information processing systems, 2361-2369, 2010
1942010
Hash kernels for structured data
Q Shi, J Petterson, G Dror, J Langford, A Smola, SVN Vishwanathan
Journal of Machine Learning Research 10 (Nov), 2615-2637, 2009
1942009
A scalable modular convex solver for regularized risk minimization
CH Teo, A Smola, SVN Vishwanathan, QV Le
Proceedings of the 13th ACM SIGKDD international conference on Knowledge …, 2007
1902007
Binet-Cauchy kernels on dynamical systems and its application to the analysis of dynamic scenes
SVN Vishwanathan, AJ Smola, R Vidal
International Journal of Computer Vision 73 (1), 95-119, 2007
1602007
SimpleSVM
SVN Vishwanathan, AJ Smola, MN Murty
1492003
Bundle methods for machine learning
QV Le, AJ Smola, S Vishwanathan
Advances in neural information processing systems, 1377-1384, 2008
1472008
Large scale max-margin multi-label classification with priors
B Hariharan, L Zelnik-Manor, M Varma, S Vishwanathan
Proceedings of the 27th International Conference on Machine Learning (ICML …, 2010
1392010
Fast computation of graph kernels
SVN Vishwanathan, KM Borgwardt, NN Schraudolph
NIPS 19, 131-138, 2006
1372006
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