Elimination of useless neurons in incremental learnable self-organizing map

Atsushi Shimada; Rin Ichiro Taniguchi

doi:10.1007/978-3-642-02397-2_30

Elimination of useless neurons in incremental learnable self-organizing map

Atsushi Shimada, Rin Ichiro Taniguchi

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

2 Citations (Scopus)

Abstract

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.

Original language	English
Title of host publication	Advances in Self-Organizing Maps - 7th International Workshop, WSOM 2009, Proceedings
Pages	264-271
Number of pages	8
DOIs	https://doi.org/10.1007/978-3-642-02397-2_30
Publication status	Published - 2009
Event	7th International Workshop on Self-Organizing Maps, WSOM 2009 - St. Augustine, FL, United States Duration: Jun 8 2009 → Jun 10 2009

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	5629 LNCS
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Other

Other	7th International Workshop on Self-Organizing Maps, WSOM 2009
Country/Territory	United States
City	St. Augustine, FL
Period	6/8/09 → 6/10/09

All Science Journal Classification (ASJC) codes

Theoretical Computer Science
Computer Science(all)

Access to Document

10.1007/978-3-642-02397-2_30

Cite this

Shimada, A., & Taniguchi, R. I. (2009). Elimination of useless neurons in incremental learnable self-organizing map. In 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); Vol. 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); Vol. 5629 LNCS).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Shimada, A & Taniguchi, RI 2009, Elimination of useless neurons in incremental learnable self-organizing map. in 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), vol. 5629 LNCS, pp. 264-271, 7th International Workshop on Self-Organizing Maps, WSOM 2009, St. Augustine, FL, United States, 6/8/09. https://doi.org/10.1007/978-3-642-02397-2_30

Shimada A , Taniguchi RI. Elimination of useless neurons in incremental learnable self-organizing map. In 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)). doi: 10.1007/978-3-642-02397-2_30

@inproceedings{74764956c203410fb79223c319114d28,

title = "Elimination of useless neurons in incremental learnable self-organizing map",

abstract = "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.",

author = "Atsushi Shimada and Taniguchi, {Rin Ichiro}",

year = "2009",

doi = "10.1007/978-3-642-02397-2_30",

language = "English",

isbn = "3642023967",

series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",

pages = "264--271",

booktitle = "Advances in Self-Organizing Maps - 7th International Workshop, WSOM 2009, Proceedings",

note = "7th International Workshop on Self-Organizing Maps, WSOM 2009 ; Conference date: 08-06-2009 Through 10-06-2009",

}

TY - GEN

T1 - Elimination of useless neurons in incremental learnable self-organizing map

AU - Shimada, Atsushi

AU - Taniguchi, Rin Ichiro

PY - 2009

Y1 - 2009

N2 - 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.

AB - 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.

UR - http://www.scopus.com/inward/record.url?scp=69049114025&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=69049114025&partnerID=8YFLogxK

U2 - 10.1007/978-3-642-02397-2_30

DO - 10.1007/978-3-642-02397-2_30

M3 - Conference contribution

AN - SCOPUS:69049114025

SN - 3642023967

SN - 9783642023965

T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

SP - 264

EP - 271

BT - Advances in Self-Organizing Maps - 7th International Workshop, WSOM 2009, Proceedings

T2 - 7th International Workshop on Self-Organizing Maps, WSOM 2009

Y2 - 8 June 2009 through 10 June 2009

ER -

Elimination of useless neurons in incremental learnable self-organizing map

Abstract

Publication series

Other

All Science Journal Classification (ASJC) codes

Access to Document

Other files and links

Fingerprint

Cite this