Generalized Net Model of Optimization of the Self-Organizing Map Learning Algorithm

被引：0

作者：

Petkov, Todor ^{[1
]}

Sotirov, Sotir ^{[1
]}

Popov, Stanislav ^{[1
]}

机构：

[1] Univ Prof Dr Assen Zlatarov, Burgas, Bulgaria

来源：

UNCERTAINTY AND IMPRECISION IN DECISION MAKING AND DECISION SUPPORT: CROSS-FERTILIZATION, NEW MODELS, AND APPLICATIONS | 2018年 / 559卷

关键词：

Neural networks; Generalized net; Self-Organizing map;

D O I：

10.1007/978-3-319-65545-1_29

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

This paper describes an optimization of the algorithm of self-organizing map neural network. The proposed algorithm takes place during the learning trial. We take into consideration the number of the epochs so their number needs to be decreased. In order to do that, for each epoch the distance from each cluster unit to all training vectors is measured. If the total distance is the same as the distance estimated from the previous epoch, it is assumed that the network is trained and the learning trial stops. The process of optimization is described with the generalized net.

引用

下载

页码：316 / 324

页数：9

共 50 条

[1] Generalized net model of the self-organizing map of Kohonen classical training procedure
Hadjitodorov, Stefan
Nikolova, Nina
Advances in Modeling and Analysis B, 2000, 43 (1-2): : 51 - 60
[2] Learning a Self-organizing Map Model on a Riemannian Manifold
Yu, D. J.
Hancock, E. R.
Smith, W. A. P.
MATHEMATICS OF SURFACES XIII, 2009, 5654 : 375 - +
[3] A Constant Learning Rate Self-Organizing Map (CLRSOM) Learning Algorithm
Chaudhary, Vikas
Bhatia, R. S.
Ahlawat, Anil K.
JOURNAL OF INFORMATION SCIENCE AND ENGINEERING, 2015, 31 (02) : 387 - 397
[4] Combined learning algorithm for a self-organizing map with fuzzy inference
Bodyanskiy, Y
Gorshkov, Y
Kolodyazhniy, V
Stephan, A
COMPUTATIONAL INTELLIGENCE, THEORY AND APPLICATIONS, 2005, : 641 - 650
[5] The parameterless self-organizing map algorithm
Berglund, E
Sitte, J
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2006, 17 (02): : 305 - 316
[6] Meta-optimization based on self-organizing map and genetic algorithm
Karpenko A.P.
Svianadze Z.O.
Optical Memory and Neural Networks, 2011, 20 (4) : 279 - 283
[7] Clustering algorithm based on particle swarm optimization and self-organizing map
Tang, Xianlun
Qiu, Guoqing
Li, Yinguo
Cao, Changxiu
Huazhong Keji Daxue Xuebao (Ziran Kexue Ban)/Journal of Huazhong University of Science and Technology (Natural Science Edition), 2007, 35 (05): : 31 - 33
[8] The Self-Organizing Map applying the "Survival of the Fittest Type" Learning Algorithm
Shibata, Junko
Okuhara, Koji
Shiode, Shogo
Ishii, Hiroaki
ISDA 2008: EIGHTH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS DESIGN AND APPLICATIONS, VOL 3, PROCEEDINGS, 2008, : 95 - +
[9] An extended model on self-organizing map
Yang, Shuzhong
Luo, Siwei
Li, Jianyu
NEURAL INFORMATION PROCESSING, PT 1, PROCEEDINGS, 2006, 4232 : 987 - 994
[10] Self-organizing map algorithm and distortion measure
Rynkiewicz, Joseph
NEURAL NETWORKS, 2006, 19 (6-7) : 830 - 837

← 1 2 3 4 5 →