An introduction to support vector machines and other kernel-based learning methods N Cristianini, J Shawe-Taylor Cambridge university press, 2000 | 24424 | 2000 |
Kernel methods for pattern analysis J Shawe-Taylor, N Cristianini Cambridge university press, 2004 | 9346 | 2004 |
Support vector machine classification and validation of cancer tissue samples using microarray expression data TS Furey, N Cristianini, N Duffy, DW Bednarski, M Schummer, D Haussler Bioinformatics 16 (10), 906-914, 2000 | 3340 | 2000 |
Knowledge-based analysis of microarray gene expression data by using support vector machines MPS Brown, WN Grundy, D Lin, N Cristianini, CW Sugnet, TS Furey, ... Proceedings of the National Academy of Sciences 97 (1), 262-267, 2000 | 3230 | 2000 |
Learning the kernel matrix with semidefinite programming GRG Lanckriet, N Cristianini, P Bartlett, LE Ghaoui, MI Jordan Journal of Machine learning research 5 (Jan), 27-72, 2004 | 3129 | 2004 |
Large margin DAGs for multiclass classification J Platt, N Cristianini, J Shawe-Taylor Advances in neural information processing systems 12, 1999 | 2921 | 1999 |
Text classification using string kernels H Lodhi, C Saunders, J Shawe-Taylor, N Cristianini, C Watkins Journal of machine learning research 2 (Feb), 419-444, 2002 | 2047 | 2002 |
On kernel-target alignment N Cristianini, J Shawe-Taylor, A Elisseeff, J Kandola Advances in neural information processing systems 14, 2001 | 1426 | 2001 |
CAFE: a computational tool for the study of gene family evolution T De Bie, N Cristianini, JP Demuth, MW Hahn Bioinformatics 22 (10), 1269-1271, 2006 | 1406 | 2006 |
Controlling the sensitivity of support vector machines K Veropoulos, C Campbell, N Cristianini Proceedings of the international joint conference on AI 55, 60, 1999 | 1096 | 1999 |
A statistical framework for genomic data fusion GRG Lanckriet, T De Bie, N Cristianini, MI Jordan, WS Noble Bioinformatics 20 (16), 2626-2635, 2004 | 903 | 2004 |
Fast kernel classifiers with online and active learning. A Bordes, S Ertekin, J Weston, L Botton, N Cristianini Journal of machine learning research 6 (9), 2005 | 883 | 2005 |
Query learning with large margin classifiers C Campbell, N Cristianini, A Smola ICML 20 (0), 0, 2000 | 536 | 2000 |
Tracking the flu pandemic by monitoring the social web V Lampos, N Cristianini 2010 2nd international workshop on cognitive information processing, 411-416, 2010 | 493 | 2010 |
The kernel-adatron algorithm: a fast and simple learning procedure for support vector machines TT Frie, N Cristianini, C Campbell Machine learning: proceedings of the fifteenth international conference …, 1998 | 491 | 1998 |
Kernel-based data fusion and its application to protein function prediction in yeast GRG Lanckriet, M Deng, N Cristianini, MI Jordan, WS Noble Biocomputing 2004, 300-311, 2003 | 429 | 2003 |
Latent semantic kernels N Cristianini, J Shawe-Taylor, H Lodhi Journal of Intelligent Information Systems 18, 127-152, 2002 | 414 | 2002 |
The evolution of mammalian gene families JP Demuth, TD Bie, JE Stajich, N Cristianini, MW Hahn PloS one 1 (1), e85, 2006 | 381 | 2006 |
Flu detector-tracking epidemics on Twitter V Lampos, T De Bie, N Cristianini Joint European conference on machine learning and knowledge discovery in …, 2010 | 349 | 2010 |
Inferring a semantic representation of text via cross-language correlation analysis A Vinokourov, N Cristianini, J Shawe-Taylor Advances in neural information processing systems 15, 2002 | 331 | 2002 |