Publications - Support Vector Machines, Artificial Intelligence

Support Vector Machines, Artificial Intelligence, Computers – Top

Customization using Support Vector Machines for Information Retrieval Customization using Support Vector Machines for Information Retrieval

Paper by Kenro Aihara and Atsuhiro Takasu, which proposes an HCI approach to supporting interactive document retrieval in unorganized open information space. 2000. [PDF]

research.nii.ac.jp

Dimensionality Reduction via Sparse Support Vector Machines Dimensionality Reduction via Sparse Support Vector Machines

Appears in Journal of Machine Learning Research. 2003. [PDF]

www.jmlr.org

Hidden Markov Support Vector Machines Hidden Markov Support Vector Machines

Appears in Proceedings of the 20th International Conference on Machine Learning (ICML 2003). [PDF]

www.cs.brown.edu

Interior-Point Methods for Massive Support Vector Machines Interior-Point Methods for Massive Support Vector Machines

SIAM Journal on Optimization, Vol. 13, Iss. 3. Several formats of document available. [subscription required]

epubs.siam.org

An Introduction to Support Vector Machines An Introduction to Support Vector Machines

An introductory book to the field of Support Vector Machines, a novel machine learning algorithm.

www.support-vector.net

Semi-Supervised Support Vector Semi-Supervised Support Vector

We introduce a semi-supervised support vector machine (S3VM) method. [PDF]

www1.cs.columbia.edu

Support Vector Machines Support Vector Machines

"IEEE Intelligent Systems" article by Marti Hearst. July/August 1998. [PDF]

www.computer.org

A Tutorial on Support Vector Machines for Pattern Recognition A Tutorial on Support Vector Machines for Pattern Recognition

By Christopher Burges. 1998. Several formats of document available.

citeseerx.ist.psu.edu

A Tutorial on v-Support Vector Machines A Tutorial on v-Support Vector Machines

Paper by Pai-Hsuen Chen, Chih-Jen Lin, and Bernhard Schölkopf, describing the main ideas of statistical learning theory, support vector machines (SVMs), and kernel feature spaces. [PDF]

www.csie.ntu.edu.tw


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