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Downloads
 This
page contains the Winzip-ed MATLAB™ packages for the classifiers I've
developed. Note, that the packages are intended only for Intel platforms (Sorry,
no UNIX at this point!). It took significant effort from my part to implement
(and debug!) the algorithms presented here, so I really hope that you will enjoy
them and find them useful. The major motivation behind these implementations was
my dissertation topic. MATLAB™ provides an excellent integrated environment
for the study of machine learning algorithms. To take advantage of MATLAB™
features and at the same time have fast running algorithms, I decided to
implement my networks as MEX libraries (DLL's, in Windows environments). All
binaries and M-scripts should be compatible with MATLAB™ versions 5.x or
higher; the binaries will definitely not work with versions 4.x or lower. I'm
constantly on an effort to improve and enrich with features the posted packages
and, finally, to implement new ART-like classifiers. If you would like to
receive notification on upgrades or new roll-outs of packages, make sure to
email me and let me know, so that I can notify you when ever I got something new.
70.7KB |
Fuzzy-ARTMAP
classifier package v 1.0
Can also be used as a Fuzzy-ART network simulator.
Released on 04/02/01.
Last update on 04/23/01.
Based on: G.A. Carpenter, S. Grossberg, N. Markuzon, J.H. Reynolds and
D.B. Rosen, "Fuzzy ARTMAP: A Neural Network Architecture for
Incremental Supervised Learning of Analog Multidimensional Maps",
IEEE Transactions on Neural Networks, 3(5), pp. 698-713, 1992. [pdf/1.6MB]
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72.4KB |
Ellipsoid-ARTMAP
classifier package v 1.1
Can also be used as an Ellipsoid-ART, Hypersphere-ART/ARTMAP
network simulator.
Released on 04/02/01.
Last update on 04/23/01.
Based on: G.C. Anagnostopoulos and M. Georgiopoulos, "Ellipsoid ART
and ARTMAP for incremental unsupervised and supervised Learning",
to appear in the Proceedings of Aerosense 2001, Orlando, Florida, April
2001. [pdf/112KB]
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71.4KB |
Fuzzy-ARTMAP Variant
classifier package v 1.21
Can also be used as a Fuzzy-ART Variant network simulator.
Released on 04/23/01.
Last update on 04/29/01.
Based on ideas presented in: M. Georgiopoulos, I. Dagher, G.L.
Heileman and G. Bebis, "Properties of learning of a Fuzzy ART
Variant", Neural Networks, 12, pp. 837-850, 1999. [pdf/133KB]
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71.3KB |
Gaussian-ARTMAP
classifier package v 1.2
Can also be used as a Gausian-ART network simulator.
Released on 04/29/01.
Based on: J.R. Williamson, "Gaussian ARTMAP: A Neural Network for
Fast Incremental Learning of Noisy Multidimensional Maps", Neural
Networks, 9(5), pp. 881-897, 1996. [pdf/1.1MB] |
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40.4KB |
K-Nearest Neighbor
classifier package v 1.21
Released on 04/23/01.
Last update on 04/29/01.
Based on: K. Fukunaga, "Introduction to Statistical Pattern
Recognition", Academic Press, Inc., New York, New York, pp.
177-184, 1972.
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78.5KB |
Restricted Coulomb
Energy classifier package v 1.2
The package contains a variation of RCE.
Released on 05/02/01.
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40.5KB |
Parzen classifier
package v 1.2
Based on: K. Fukunaga, "Introduction to Statistical Pattern
Recognition", Academic Press, Inc., New York, New York, pp.
166-177, 1972.
Released on 05/03/01. |
Discovered a bug in my code/executables?
Got questions about my code/executables?
Need to request a new, helpful feature?
Contact me! ;-)
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