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Cluster Reinforcement (CR) phase 1.0

  Date Added: May 14, 2013  |  Visits: 207

Cluster Reinforcement (CR) phase

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The Cluster Reinforcement phase advances cluster separation in a self-organizing map (SOM) by strengthening cluster boundaries in a data-driven manner. SOM is a self-organized projection of high dimensional data onto a typically two dimensional (2D) feature map, wherein vector similarity is implicitly translated into topological closeness in the 2D projection. The CR phase amplifies within-cluster similarity in an unsupervised, data-driven manner. Discontinuities in the resulting map correspond to between-cluster distances and are stored in a boundary (B) matrix. CR phase enables a new hierarchical visualization of cluster boundaries displayed directly on feature maps, which requires no further clustering beyond what was implicitly accomplished during self-organization in SOM training.NOTE: CODE FOR B-MATRIX VISUALIZATION AND DEMO CALLS TO CR PHASE WILL BE POSTED SOON. 8 Mar 2012.PLEASE REFERENCE THE FOLLOWING IF YOU USE THIS CODE:Manukyan N., Eppstein, M.J., Rizzo, D.M., "Data-Driven ClusterReinforcement and Visualization in Sparsely-Matched Self-OrganizingMaps", IEEE Transactions on Neural Networks and Machine Learning, 2012 (in press).

Requirements: No special requirements
Platforms: Matlab
Keyword: Accomplished Bmatrix Calls Cluster Directly Phase Selforganization Training Visualization
Users rating: 0/10

License: Shareware Size: 10 KB
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