Elimination of useless neurons in incremental learnable self-organizing map

研究成果: 著書/レポートタイプへの貢献会議での発言

2 引用 (Scopus)

抄録

We propose a method to eliminate unnecessary neurons in Variable-Density Self-Organizing Map. We have defined an energy function which denotes the error of the map, and optimize the energy function by using graph cut algorithm. We conducted experiments to investigate the effectiveness of our approach.

元の言語英語
ホスト出版物のタイトルAdvances in Self-Organizing Maps - 7th International Workshop, WSOM 2009, Proceedings
ページ264-271
ページ数8
DOI
出版物ステータス出版済み - 8 27 2009
イベント7th International Workshop on Self-Organizing Maps, WSOM 2009 - St. Augustine, FL, 米国
継続期間: 6 8 20096 10 2009

出版物シリーズ

名前Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
5629 LNCS
ISSN(印刷物)0302-9743
ISSN(電子版)1611-3349

その他

その他7th International Workshop on Self-Organizing Maps, WSOM 2009
米国
St. Augustine, FL
期間6/8/096/10/09

Fingerprint

Self organizing maps
Self-organizing Map
Energy Function
Neurons
Elimination
Neuron
Graph Cuts
Self-organizing
Eliminate
Optimise
Denote
Experiment
Experiments

All Science Journal Classification (ASJC) codes

  • Theoretical Computer Science
  • Computer Science(all)

これを引用

Shimada, A., & Taniguchi, R-I. (2009). Elimination of useless neurons in incremental learnable self-organizing map. : Advances in Self-Organizing Maps - 7th International Workshop, WSOM 2009, Proceedings (pp. 264-271). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); 巻数 5629 LNCS). https://doi.org/10.1007/978-3-642-02397-2_30

Elimination of useless neurons in incremental learnable self-organizing map. / Shimada, Atsushi; Taniguchi, Rin-Ichiro.

Advances in Self-Organizing Maps - 7th International Workshop, WSOM 2009, Proceedings. 2009. p. 264-271 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); 巻 5629 LNCS).

研究成果: 著書/レポートタイプへの貢献会議での発言

Shimada, A & Taniguchi, R-I 2009, Elimination of useless neurons in incremental learnable self-organizing map. : Advances in Self-Organizing Maps - 7th International Workshop, WSOM 2009, Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 巻. 5629 LNCS, pp. 264-271, 7th International Workshop on Self-Organizing Maps, WSOM 2009, St. Augustine, FL, 米国, 6/8/09. https://doi.org/10.1007/978-3-642-02397-2_30
Shimada A, Taniguchi R-I. Elimination of useless neurons in incremental learnable self-organizing map. : Advances in Self-Organizing Maps - 7th International Workshop, WSOM 2009, Proceedings. 2009. p. 264-271. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). https://doi.org/10.1007/978-3-642-02397-2_30
Shimada, Atsushi ; Taniguchi, Rin-Ichiro. / Elimination of useless neurons in incremental learnable self-organizing map. Advances in Self-Organizing Maps - 7th International Workshop, WSOM 2009, Proceedings. 2009. pp. 264-271 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).
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