Preliminary evaluation of batch-learning self-organizing map algorithm on a graphic processor

Akihiro Shitara, Yuri Nishikawa, Masato Yoshimi, Takashi Abe, Toshimichi Ikemura, Hideharu Amano

研究成果: Conference contribution

抜粋

In this paper, we introduce a GPU implementation and evaluation of batch learning self-organizing maps (BL-SOM) algorithm, which improves Kohonen's original SOM algorithm by making input data sequence independent from learning process. We used CUDA provided by NVIDIA Corporation for parallel programming, profiling, and data flow optimization so as to exploit inherent datalevel parallelism of the algorithm. With various parameter combinations, implementation on GTX280 achieved 250 times higher performance compared to Intel's Core2Quad Q6600 2.40GHz when parameters of map size, dimension of vectors, learning size and iteration of learning were 960×960, 136, 70 and 1, respectively.

元の言語English
ホスト出版物のタイトルProceedings of the 9th IASTED International Conference on Parallel and Distributed Computing and Networks, PDCN 2010
出版者Acta Press
ページ96-104
ページ数9
ISBN(印刷物)9780889868205
DOI
出版物ステータスPublished - 2010
イベント9th IASTED International Conference on Parallel and Distributed Computing and Networks, PDCN 2010 - Innsbruck, Austria
継続期間: 2010 2 162010 2 18

出版物シリーズ

名前Proceedings of the 9th IASTED International Conference on Parallel and Distributed Computing and Networks, PDCN 2010

Other

Other9th IASTED International Conference on Parallel and Distributed Computing and Networks, PDCN 2010
Austria
Innsbruck
期間10/2/1610/2/18

ASJC Scopus subject areas

  • Computational Theory and Mathematics
  • Computer Networks and Communications
  • Software

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  • これを引用

    Shitara, A., Nishikawa, Y., Yoshimi, M., Abe, T., Ikemura, T., & Amano, H. (2010). Preliminary evaluation of batch-learning self-organizing map algorithm on a graphic processor. : Proceedings of the 9th IASTED International Conference on Parallel and Distributed Computing and Networks, PDCN 2010 (pp. 96-104). (Proceedings of the 9th IASTED International Conference on Parallel and Distributed Computing and Networks, PDCN 2010). Acta Press. https://doi.org/10.2316/p.2010.676-089