2-D order of self-organizing kristal maps
This paper presents two metrics that measure the disorder of 2D self-organizing maps. These are the average direct neighbor distance and the average unit disorder. This theoretical work on the order of 2D self-organizing maps is done on Kristal maps, a variant of the original Kohonen model. It is sh...
Saved in:
| Main Authors: | , |
|---|---|
| Format: | text |
| Published: |
Animo Repository
1999
|
| Subjects: | |
| Online Access: | https://animorepository.dlsu.edu.ph/faculty_research/9637 |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| Institution: | De La Salle University |
| id |
oai:animorepository.dlsu.edu.ph:faculty_research-11865 |
|---|---|
| record_format |
eprints |
| spelling |
oai:animorepository.dlsu.edu.ph:faculty_research-118652023-08-08T06:43:58Z 2-D order of self-organizing kristal maps Azcarraga, Arnulfo P. Lim, Marlene Rose This paper presents two metrics that measure the disorder of 2D self-organizing maps. These are the average direct neighbor distance and the average unit disorder. This theoretical work on the order of 2D self-organizing maps is done on Kristal maps, a variant of the original Kohonen model. It is shown that Kristal maps, when adequately trained, produce orderings that are superior to any of the known 2D orderings, such as the Canter-diagonal, Morton, Peano-Hilbert, raster-scan, row-prime, spiral, and random orderings. 1999-01-01T08:00:00Z text https://animorepository.dlsu.edu.ph/faculty_research/9637 info:doi/10.1109/IJCNN.1999.831549 Faculty Research Work Animo Repository Self-organizing maps Self-organizing systems Computer Sciences |
| institution |
De La Salle University |
| building |
De La Salle University Library |
| continent |
Asia |
| country |
Philippines Philippines |
| content_provider |
De La Salle University Library |
| collection |
DLSU Institutional Repository |
| topic |
Self-organizing maps Self-organizing systems Computer Sciences |
| spellingShingle |
Self-organizing maps Self-organizing systems Computer Sciences Azcarraga, Arnulfo P. Lim, Marlene Rose 2-D order of self-organizing kristal maps |
| description |
This paper presents two metrics that measure the disorder of 2D self-organizing maps. These are the average direct neighbor distance and the average unit disorder. This theoretical work on the order of 2D self-organizing maps is done on Kristal maps, a variant of the original Kohonen model. It is shown that Kristal maps, when adequately trained, produce orderings that are superior to any of the known 2D orderings, such as the Canter-diagonal, Morton, Peano-Hilbert, raster-scan, row-prime, spiral, and random orderings. |
| format |
text |
| author |
Azcarraga, Arnulfo P. Lim, Marlene Rose |
| author_facet |
Azcarraga, Arnulfo P. Lim, Marlene Rose |
| author_sort |
Azcarraga, Arnulfo P. |
| title |
2-D order of self-organizing kristal maps |
| title_short |
2-D order of self-organizing kristal maps |
| title_full |
2-D order of self-organizing kristal maps |
| title_fullStr |
2-D order of self-organizing kristal maps |
| title_full_unstemmed |
2-D order of self-organizing kristal maps |
| title_sort |
2-d order of self-organizing kristal maps |
| publisher |
Animo Repository |
| publishDate |
1999 |
| url |
https://animorepository.dlsu.edu.ph/faculty_research/9637 |
| _version_ |
1775631121891983360 |