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Explore: Publications, Support Vector Machines

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This page was last updated on August 29th, 2008
Publications (from Support Vector Machines)
Canadian Content » Computers » Artificial_Intelligence » Support_Vector_Machines » Publications »
Support Vector MachinesSupport Vector Machines
"IEEE Intelligent Systems" article by Marti Hearst. July/August 1998. PDF file.
Interior-Point Methods for Massive Support Vector MachinesInterior-Point Methods for Massive Support Vector Machines
SIAM Journal on Optimization, Vol. 13, Iss. 3. Several formats of document available.
Content-based Audio Classification and Retrieval by Support Vector MachinesContent-based Audio Classification and Retrieval by Support Vector Machines
PDF file. Appears in IEEE Transactions on Neural Networks. 2003.
Kerneltron: Support Vector 'Machine' in SiliconKerneltron: Support Vector 'Machine' in Silicon
PDF file of paper to appear in IEEE Transactions on Neural Networks.
Support Vector Machine Active Learning with Applications to Text ClassificationSupport Vector Machine Active Learning with Applications to Text Classification
Postscript available. Appears in Proceedings of the 17th International Conference on Machine Learning (ICML).
A Tutorial on v-Support Vector MachinesA Tutorial on v-Support Vector Machines
PDF file.
A Tutorial on Support Vector Machines for Pattern RecognitionA Tutorial on Support Vector Machines for Pattern Recognition
By Christopher Burges. 1998. Several formats of document available.
Dimensionality Reduction via Sparse Support Vector MachinesDimensionality Reduction via Sparse Support Vector Machines
PDF file. Appears in Journal of Machine Learning Research. 2003.
Hidden Markov Support Vector MachinesHidden Markov Support Vector Machines
PDF file. Appears in Proceedings of the 20th International Conference on Machine Learning (ICML 2003).
An Introduction to Support Vector MachinesAn Introduction to Support Vector Machines
First comprehensive introductory book to the field of Support Vector Machines, a novel machine learning algorithm.
Statistical Learning Theory and Support Vector MachinesStatistical Learning Theory and Support Vector Machines
Tutorial at ISCAS'2001.
Semi-Supervised Support VectorSemi-Supervised Support Vector
We introduce a semi-supervised support vector machine (S3VM) method.[PDF]
Incremental and Decremental Support Vector Machine LearningIncremental and Decremental Support Vector Machine Learning
By Gert Cauwenburghs, and Tomaso Poggio. PDF file.
Customization using Support Vector Machines for Information RetrievalCustomization using Support Vector Machines for Information Retrieval
PDF file. 2000.
Classification Using Support Vector MachinesClassification Using Support Vector Machines
by Andrew D. Back. RIKEN Brain Science Institute, Wako-shi, Saitama, Japan.

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