Difference: KernelBackground (1 vs. 6)

Revision 62009-02-04 - CyrilAllauzen

Line: 1 to 1
 
META TOPICPARENT name="WebHome"

OpenKernel Background Material

Changed:
<
<
Kernel methods (such as SVM, perceptron, kernel PCA) are widely used in machine learning. Applying this methods
>
>
Kernel methods (such as SVM, perceptron, kernel PCA) are widely used in machine learning. Applying these methods
 in text and language processing or bioinformatics requires to be able to define kernels on sequences or distributions of sequences. Rational kernels are a general framework for defining such kernels. Commonly used kernels on sequences such as n-gram kernels, gappy n-gram kernels, mismatch kernels, and Hausler's convolution kernels are special

Revision 52007-10-29 - CyrilAllauzen

Line: 1 to 1
 
META TOPICPARENT name="WebHome"

OpenKernel Background Material

Line: 8 to 8
 such as n-gram kernels, gappy n-gram kernels, mismatch kernels, and Hausler's convolution kernels are special cases of rational kernels.
Changed:
<
<
The notion of rational kernel was introduced by: Corinna Cortes, Patrick Haffner and Mehryar Mohri, Rational Kernels: Theory and AlgorithmsDownload, Journal of Machine Learning Research 1:1-50, 2004.
>
>
The notion of rational kernel was introduced by: Corinna Cortes, Patrick Haffner and Mehryar Mohri, Rational Kernels: Theory and AlgorithmsDownload, Journal of Machine Learning Research 5:1035--1062, 2004.
 

References

Revision 42007-10-29 - CyrilAllauzen

Line: 1 to 1
 
META TOPICPARENT name="WebHome"

OpenKernel Background Material

Changed:
<
<
ALERT! Under construction.
>
>
Kernel methods (such as SVM, perceptron, kernel PCA) are widely used in machine learning. Applying this methods in text and language processing or bioinformatics requires to be able to define kernels on sequences or distributions of sequences. Rational kernels are a general framework for defining such kernels. Commonly used kernels on sequences such as n-gram kernels, gappy n-gram kernels, mismatch kernels, and Hausler's convolution kernels are special cases of rational kernels.
  The notion of rational kernel was introduced by: Corinna Cortes, Patrick Haffner and Mehryar Mohri, Rational Kernels: Theory and AlgorithmsDownload, Journal of Machine Learning Research 1:1-50, 2004.
Added:
>
>

References

 
Added:
>
>
Rational kernels

Kernels on string and sequences

  • Christina S. Leslie, Eleazar Eskin, Adiel Cohen, Jason Weston and William Stafford Noble. Mismatch string kernels for discriminative protein classification. Bioinformatics 20(4):467-476, 2004.

  • David Hausler. Convolution kernels on discrete structures. Technical Report UCSC-CRL-99-10, University of California at Santa Cruz, 1999.

Kernel methods

  • Bernard Scholköpf and Alex Smola. Learning with kernels. MIT Press, 2002.
 

-- CyrilAllauzen - 08 Oct 2007 \ No newline at end of file

Revision 32007-10-09 - CyrilAllauzen

Line: 1 to 1
 
META TOPICPARENT name="WebHome"

OpenKernel Background Material

Changed:
<
<
Warning, important Under construction.
>
>
ALERT! Under construction.
 
Changed:
<
<
The notion of rational kernel was introduced by: Corinna Cortes, Patrick Haffner and Mehryar Mohri, Rational Kernels: Theory and AlgorithmsDownload, Journal of Machine Learning Research 1:1-50, 2004.
>
>
The notion of rational kernel was introduced by: Corinna Cortes, Patrick Haffner and Mehryar Mohri, Rational Kernels: Theory and AlgorithmsDownload, Journal of Machine Learning Research 1:1-50, 2004.
 

Revision 22007-10-09 - CyrilAllauzen

Line: 1 to 1
 
META TOPICPARENT name="WebHome"

OpenKernel Background Material

Warning, important Under construction.

Changed:
<
<
The notion of rational kernel was introduced by: Corinna Cortes, Patrick Haffner and Mehryar Mohri, Rational Kernels: Theory and Algorithms, Journal of Machine Learning Research 1:1-50, 2004.
>
>
The notion of rational kernel was introduced by: Corinna Cortes, Patrick Haffner and Mehryar Mohri, Rational Kernels: Theory and AlgorithmsDownload, Journal of Machine Learning Research 1:1-50, 2004.
 

Revision 12007-10-08 - CyrilAllauzen

Line: 1 to 1
Added:
>
>
META TOPICPARENT name="WebHome"

OpenKernel Background Material

Warning, important Under construction.

The notion of rational kernel was introduced by: Corinna Cortes, Patrick Haffner and Mehryar Mohri, Rational Kernels: Theory and Algorithms, Journal of Machine Learning Research 1:1-50, 2004.

-- CyrilAllauzen - 08 Oct 2007

 
This site is powered by the TWiki collaboration platform Powered by PerlCopyright © 2008-2019 by the contributing authors. All material on this collaboration platform is the property of the contributing authors.
Ideas, requests, problems regarding TWiki? Send feedback