A parallel implementation of the tree-structured self-organizing map

被引：0

作者：

Lensu, A ^{[1
]}

Koikkalainen, P ^{[1
]}

机构：

[1] Univ Jyvaskyla, Lab Data Anal, FIN-40351 Jyvaskyla, Finland

来源：

APPLIED PARALLEL COMPUTING: ADVANCED SCIENTIFIC COMPUTING | 2002年 / 2367卷

关键词：

D O I：

暂无

中图分类号：

TP301 [理论、方法];

学科分类号：

081202 ;

摘要：

This paper presents how Self-Organizing Maps (SOMs) can be trained efficiently using several, simultaneously executing threads on a shared memory Symmetric MultiProcessing (SMP) computer. The training method is a batch version of the Tree-Structured Self-Organizing Map. We note that SMP type of parallel training is very useful for large data sets obtained from nature, the process industry or large document collections, since we do not encounter similar model size limitations as with hardware SOM implementations.

引用

页码：370 / 379

页数：10

共 50 条

[41] Implementation of Self-organizing Map Based Positioning Scheme on FPGA
Li, Deng
Wang, Yonggang
Wang, Liwei
Cheng, Xinyi
2014 IEEE NUCLEAR SCIENCE SYMPOSIUM AND MEDICAL IMAGING CONFERENCE (NSS/MIC), 2014,
[42] Randomized Self-Organizing Map
Rougier, Nicolas P.
Detorakis, Georgios Is.
NEURAL COMPUTATION, 2021, 33 (08) : 2241 - 2273
[43] Syntactical self-organizing map
Grigore, O
COMPUTATIONAL INTELLIGENCE: THEORY AND APPLICATIONS, 1997, 1226 : 101 - 109
[44] ASSOCIATIVE SELF-ORGANIZING MAP
Johnsson, Magnus
Balkenius, Christian
Hesslow, Germund
IJCCI 2009: PROCEEDINGS OF THE INTERNATIONAL JOINT CONFERENCE ON COMPUTATIONAL INTELLIGENCE, 2009, : 363 - +
[45] Geodesic self-organizing map
Wu, YX
Takatsuka, M
Visualization and Data Analysis 2005, 2005, 5669 : 21 - 30
[46] Essentials of the self-organizing map
Kohonen, Teuvo
NEURAL NETWORKS, 2013, 37 : 52 - 65
[47] Clustering of the self-organizing map
Vesanto, J
Alhoniemi, E
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2000, 11 (03): : 586 - 600
[48] The self-organizing map of trees
Peura, M
NEURAL PROCESSING LETTERS, 1998, 8 (02) : 155 - 162
[49] A Pareto Self-Organizing Map
Hunter, A
Kennedy, RL
ARTIFICIAL NEURAL NETWORKS - ICANN 2002, 2002, 2415 : 987 - 992
[50] Self-organizing map initialization
Attik, M
Bougrain, L
Alexandre, R
ARTIFICIAL NEURAL NETWORKS: BIOLOGICAL INSPIRATIONS - ICANN 2005, PT 1, PROCEEDINGS, 2005, 3696 : 357 - 362

← 1 2 3 4 5 →