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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ftzenodo:oai:zenodo.org:6397645 2023-05-15T17:32:52+02:00 Modifications of the Self-Organizing Map Program Package to enable large input data vectors Qinxue Gu Melissa Gervais 2022-03-30 https://zenodo.org/record/6397645 https://doi.org/10.5281/zenodo.6397645 unknown https://github.com/guqinxue/Self-Organizing-Map/tree/v1.0.0 doi:10.1029/2021GL096560 doi:10.5281/zenodo.6397644 https://zenodo.org/record/6397645 https://doi.org/10.5281/zenodo.6397645 oai:zenodo.org:6397645 info:eu-repo/semantics/openAccess info:eu-repo/semantics/other software 2022 ftzenodo https://doi.org/10.5281/zenodo.639764510.1029/2021GL09656010.5281/zenodo.6397644 2023-03-11T00:31:35Z 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 Software North Atlantic Zenodo Kangas ENVELOPE(25.367,25.367,66.250,66.250) |
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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 |
format |
Software |
author |
Qinxue Gu Melissa Gervais |
spellingShingle |
Qinxue Gu Melissa Gervais Modifications of the Self-Organizing Map Program Package to enable large input data vectors |
author_facet |
Qinxue Gu Melissa Gervais |
author_sort |
Qinxue Gu |
title |
Modifications of the Self-Organizing Map Program Package to enable large input data vectors |
title_short |
Modifications of the Self-Organizing Map Program Package to enable large input data vectors |
title_full |
Modifications of the Self-Organizing Map Program Package to enable large input data vectors |
title_fullStr |
Modifications of the Self-Organizing Map Program Package to enable large input data vectors |
title_full_unstemmed |
Modifications of the Self-Organizing Map Program Package to enable large input data vectors |
title_sort |
modifications of the self-organizing map program package to enable large input data vectors |
publishDate |
2022 |
url |
https://zenodo.org/record/6397645 https://doi.org/10.5281/zenodo.6397645 |
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ENVELOPE(25.367,25.367,66.250,66.250) |
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Kangas |
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Kangas |
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North Atlantic |
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North Atlantic |
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https://github.com/guqinxue/Self-Organizing-Map/tree/v1.0.0 doi:10.1029/2021GL096560 doi:10.5281/zenodo.6397644 https://zenodo.org/record/6397645 https://doi.org/10.5281/zenodo.6397645 oai:zenodo.org:6397645 |
op_rights |
info:eu-repo/semantics/openAccess |
op_doi |
https://doi.org/10.5281/zenodo.639764510.1029/2021GL09656010.5281/zenodo.6397644 |
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1766131166760402944 |