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Kernel-Machine Library 0.1

Kernel-Machine Library 0.1

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Kernel-Machine Library 0.1 Ranking & Summary

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User Review: 0 (0 times)
File size: 0.050 MB
Platform: Any Platform
License: GPL (GNU General Public License)
Price:
Downloads: 1484
Date added: 2005-10-08
Publisher: Rutger W. ter Borg

Kernel-Machine Library 0.1 description

The Kernel-Machine Library is a freely available (released under the GPL) C++ library to promote the use and progress of kernel machines. It is both for academic use and for developing real world applications.
The Kernel-Machine Library draws heavily from features of modern C++ such as template meta-programming to achieve high performance while at the same time offering a comfortable interface.
It enables compile-time selection of specialised algorithms on the basis of data types: for example, the specific case of a SVM in combination with a linear kernel can be computed by a specialised efficient algorithm.
The Kernel-Machine Library has implementations for the following kernel machines and their cited algorithms:
- Support Vector Machine [1, 2, 3]
- Relevance Vector Machine [4]
- Kernel Recursive Least Squares [5]
- Adaptive Sparseness using Jeffreys Prior [6]
- Smooth Relevance Vector Machine [7]
Up till now, the focus has been on regression. The handling of classification and ranking problems is being added.

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