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Somoclu: An Efficient Distributed Library for Self-Organizing Maps

Peter Wittek
University of Boras
arXiv:1305.1422 [cs.DC], (7 May 2013)
@article{2013arXiv1305.1422W,

   author={Wittek, Peter},

   title={Somoclu: An Efficient Distributed Library for Self-Organizing Maps},

   journal={ArXiv e-prints},

   archivePrefix={"arXiv"},

   eprint={1305.1422},

   primaryClass={"cs.DC"},

   keywords={Computer Science – Distributed, Parallel, and Cluster Computing; Mathematical Software; Neural and Evolutionary Computing},

   year={2013},

   month={may}

}

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Somoclu is a C++ tool for training self-organizing maps on large data sets using a high-performance cluster. It builds on MPI for distributing the workload across the nodes of the cluster. It is also able to boost training by using CUDA if graphics processing units are available. A sparse kernel is included, which is useful for high-dimensional but sparse data, such as the vector spaces common in text mining workflows. The code is released under GNU GPLv3 licence.
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