Modifications of the Self-Organizing Map Program Package to enable large input data vectors
This document outlines changes in the Self-Organizing Map Program Package (SOM_PAK; Kohonen et al. 1996) designed to allow for large input data vectors. This change facilitates the production of time-evolving SOMs (Gu and Gervais, 2022) where input data vectors are three dimensional fields with both...
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| Format: | Software |
| Language: | unknown |
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2022
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| Online Access: | https://zenodo.org/record/6397645 https://doi.org/10.5281/zenodo.6397645 |
| Summary: | This document outlines changes in the Self-Organizing Map Program Package (SOM_PAK; Kohonen et al. 1996) designed to allow for large input data vectors. This change facilitates the production of time-evolving SOMs (Gu and Gervais, 2022) where input data vectors are three dimensional fields with both space and time dimensions. The original SOM_PAK is available at the following link: http://www.cis.hut.fi/research/som_lvq_pak.shtml. This document is associated a journal article (Gu and Gervais, 2022). Please cite both Kohonen et al. (1996) and Gu and Gervais (2022) when using this method. References: Kohonen, T. K., Hynninen, J., Kangas, J., & Laaksonen, J. (1996). SOM PAK: The Self-Organizing Map Program Package. Report A31, Helsinki University of Technology, Laboratory of Computer and Information Science, February. http://www.cis.hut.fi/nnrc/nnrc-programs.html Gu, Q., & Gervais, M. (2022). Diagnosing two-way coupling in decadal North Atlantic SST variability using time-evolving self-organizing maps. Geophysical Research Letters, 49, e2021GL096560. https://doi.org/10.1029/2021GL096560 |
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