682 search results - page 4 / 137 » Advances in Self-Organizing Maps |
ESANN
2007
13 years 8 months ago
2007
We investigate in this paper the problem of model collisions in the Dissimilarity Self Organizing Map (SOM). This extension of the SOM to dissimilarity data suffers from constrain...
ESANN
2007
13 years 8 months ago
2007
The suitability of the well known kernels for trees, and the lesser known SelfOrganizing Map for Structures for categorization tasks on structured data is investigated in this pap...
IJCNN
2008
IEEE
14 years 1 months ago
2008
IEEE
— The Self-Organizing Map (SOM) is a famous algorithm for the unsupervised learning and visualization introduced by Teuvo Kohonen. This study proposes the Lazy SelfOrganizing Map...
IWANN
2007
Springer
14 years 1 months ago
2007
Springer
Abstract. This paper proposes to apply the branch and bound principle from combinatorial optimization to the Dissimilarity Self-Organizing Map (DSOM), a variant of the SOM that can...
ESANN
2008
13 years 8 months ago
2008
Ant-based clustering is a nature-inspired technique whereas stochastic agents perform the task of clustering high-dimensional data. This paper analyzes the popular technique of Lum...