Support Vector Machines - and other kernel-based learning methods
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Support Vector Machines and other kernel-based learning methods
John Shawe-Taylor & Nello Cristianini - Cambridge University Press, 2000 - Ordering Info »

Nello Cristianini

My Publications in Computational Linguistics

A Kernel Canonical Correlation Analysis for Learning the Semantics of Text,
B. Fortuna, N. Cristianini, and J. Shawe-Taylor,

Kernel Methods in Bioengineering, Signal and Image Processing, edited by Dr. Gustavo Camps-Valls, Dr. Jose Luis Rojo-Alvarez, and Dr. Manel Martinez-Ramon [to appear]

Latent Semantic Kernels (Nello Cristianini, Huma Lodhi, John Shawe-Taylor) Journal of Intelligent Information Systems (JJIS) Vol. 18, No. 2 (March 2002)

String Matching Kernels for Text Classification, (Huma Lodhi, Craig Saunders, John Shawe-Taylor, Nello Cristianini, Chris Watkins) Journal of Machine Learning Research, 2(Feb):419-444, 2002

Kernel methods for exploratory data analysis: a demonstration on text data, (De Bie T., Cristianini N.,) in: Structural, Syntactic, and Statistical Pattern Recognition, Proc. Joint IAPR International Workshops SSPR 2004 and SPR 2004 (Lisbon, Portugal, August 18-20, 2004), Lecture Notes in Computer Science, 3139, Springer Verlag, Berlin, 2004,

Learning Semantic Similarity
(Jaz Kandola, Nello Cristianini, John Shawe-Taylor) NIPS 2002

Inferring a Semantic Representation of Text via Cross-Language Correlation Analysis
(Alexei Vinokourov, Nello Cristianini, John Shawe-Taylor) NIPS 2002

Latent Semantic Kernels (Nello Cristianini, Huma Lodhi, John Shawe-Taylor) ICML2001

Combination Kernels for Hypertext (Thorsten Joachims, Nello Cristianini and John Shawe-Taylor), ICML2001

Discrete Kernels for Text Categorisation (Huma Lodhi, John Shawe-Taylor, Nello Cristianini, Chris Watkins) (In Advances in Neural Information Processing Systems (NIPS), vol. 13. (2001)

Modeling Sequence Evolution with Kernel Methods M. Bresco, M. Turchi, T. De Bie, N. Cristianini Computational Optimization and Applications – In Press