Nello Cristianini
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An introduction to support vector machines and other kernel-based learning methods
N Cristianini, J Shawe-Taylor
Cambridge university press, 2000
Kernel methods for pattern analysis
J Shawe-Taylor, N Cristianini
Cambridge university press, 2004
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
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
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
Large margin dags for multiclass classification.
JC Platt, N Cristianini, J Shawe-Taylor
nips 12, 547-553, 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
On kernel target alignment
N Cristianini, J Kandola, A Elisseeff, J Shawe-Taylor
Innovations in machine learning, 205-256, 2006
Core vector machines: Fast SVM training on very large data sets.
IW Tsang, JT Kwok, PM Cheung, N Cristianini
Journal of Machine Learning Research 6 (4), 2005
On the Nyström Method for Approximating a Gram Matrix for Improved Kernel-Based Learning.
P Drineas, MW Mahoney, N Cristianini
journal of machine learning research 6 (12), 2005
Controlling the sensitivity of support vector machines
K Veropoulos, C Campbell, N Cristianini
Proceedings of the international joint conference on AI 55, 60, 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
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
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
Query learning with large margin classifiers
C Campbell, N Cristianini, A Smola
ICML 20 (0), 0, 2000
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
Tracking the flu pandemic by monitoring the social web
V Lampos, N Cristianini
2010 2nd international workshop on cognitive information processing, 411-416, 2010
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
Latent semantic kernels
N Cristianini, J Shawe-Taylor, H Lodhi
Journal of Intelligent Information Systems 18 (2), 127-152, 2002
Dimension reduction in text classification with support vector machines.
H Kim, P Howland, H Park, N Christianini
Journal of machine learning research 6 (1), 2005
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