Kernel Methods for Pattern Analysis
John Shawe-Taylor & Nello Cristianini
Cambridge University Press, 2004


home

table of contents
(overview)
(detailed)

list of algorithms

list of kernels

code fragments

matlab tools

order information

about the authors

about this book

chinese edition

Pattern Analysis
School, 2005

cover

a tutorial

work with nello

 

   

Free MATLAB Functions from book:
(pls send us your functions)

New Versions of various functions:

- pls and dualpls: some coding errors fixed
- the kmer kernel variants: a (small) bug fixed (this bug resulted in an error in some exceptional situation only)
- rbf: new code is faster
- bow_kernel and bag_of_words: new code is faster
- svmnovelty: online, what is called svmnovelty is actually identical to the simplenovelty file. Attached is the correct svmnovelty file.

FILENAME AUTHOR Book TYPE USAGE
kmer_gapped_kernel.m Tijl DB ch11 kernel docum

kmer_kernel.m

Tijl DB ch11 kernel docum

kmer_wildcard_kernel.m

Tijl DB ch11 kernel docum
bow_kernel.m Tijl DB ch10 kernel docum
bag_of_words.m Tijl DB ch10 kernel docum
centering.m JST  ch5 prepr docum

cholesky.m

JST  ch5 algo docum

dualcca.m

JST  ch6 algo docum

dualfisher.m

JST  ch6 algo docum

dualkmeans.m

JST  ch8 algo docum

dualpca.m

JST  ch6 algo docum

dualpls.m

JST  ch6 algo docum

normalise.m

JST  ch5 algo docum

pls.m

JST  ch6 algo docum

simplenovelty.m

JST  ch5 algo docum

standardise.m

JST  ch5 algo docum
visualise.m JST  ch8 algo docum
diag_red.m Tijl DB  NO algo  docum 
rbf.m Tijl DB   kernel docum
spectral_clustering.m Tijl DB  ch8  algo docum 
svmnovelty.m TDB/JST  ch7  algo docum 
svmctrain.m Tijl DB  ch7  algo docum
adjrand.m Tijl DB  NO  algo docum 
anova.m Manju P  ch8  ker docum
p_spectrum.m Manju P  ch11  ker docum 
p_spectrum_bf.m Manju P   ch11  ker docum 
p_spectrum_fast.m Manju P  ch11  ker docum 
p_trie.m Manju P   ch11  ker docum 
blended_spectrum.m Manju P  ch11  ker docum
blended_spectrum_bf.m Manju P  ch11  ker docum
blended_spectrum_fast.m Manju P  ch11  ker docum
subseq_count.m Manju P ch11 ker docum
ssk_fast.m Manju P ch11 ker docum

Functions contributed by:

Tijl DB=Tijl De Bie

Manju P= Manju Pai

JST = John Shawe-Taylor

Pls send us your functions

For more software available online see here

 
 
Kernel Methods for Pattern Analysis - 2004 -