Kernel-Machine Library 0.1
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Kernel-Machine Library 0.1 Ranking & Summary
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.
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.
Kernel-Machine Library 0.1 Screenshot
Kernel-Machine Library 0.1 Keywords
Machine Library
Machine Library 0.1
Kernel machines
C++ library
library
kernel
machines
C++
0.1
Kernel-Machine Library
KernelMachine
Kernel-Machine Library 0.1
Libraries
Programming
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