Campos, Marcos; Carpenter, Gail A.(Boston University Center for Adaptive Systems and Department of Cognitive and Neural Systems, 1998-06)
This paper introduces CSOM, a distributed version of the Self-Organizing Map network capable of generating maps similar to those created with the original algorithm. Due to the continuous nature of the mapping, CSOM ...
Campos, Marcos; Carpenter, Gail(Boston University Center for Adaptive Systems and Department of Cognitive and Neural Systems, 2000-09)
This paper introduces S-TREE (Self-Organizing Tree), a family of models that use unsupervised learning to construct hierarchical representations of data and online tree-structured vector quantizers. The S-TREE1 model, which ...
Campos, Marcos; Carpenter, Gail(Boston University Center for Adaptive Systems and Department of Cognitive and Neural Systems, 1997-05)
The WSOM (Wavelet Self-Organizing Map) model, a neural network for the creation of wavelet bases adapted to the distribution of input data, is introduced. The model provides an efficient on-line way to construct high-dimensional ...
