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

页码：316 / 324

页数：9

共 50 条

[21] THE SELF-ORGANIZING MAP
KOHONEN, T
PROCEEDINGS OF THE IEEE, 1990, 78 (09) : 1464 - 1480
[22] A novel Self-Organizing Map (SOM) learning algorithm with nearest and farthest neurons
Chaudhary, Vikas
Bhatia, R. S.
Ahlawat, Anil K.
ALEXANDRIA ENGINEERING JOURNAL, 2014, 53 (04) : 827 - 831
[23] An Efficient Self-Organizing Map Learning Algorithm Using the Set of Nearest Neurons
Chaudhary, Vikas
Bhatia, R. S.
Ahlawat, Anil K.
2013 SIXTH INTERNATIONAL CONFERENCE ON CONTEMPORARY COMPUTING (IC3), 2013, : 154 - 158
[24] Learning Algorithm for Self-Organizing Map Classification of Electroencephalogram Patterns with Individual Differences
Ito, Shin-ichi
Sato, Katsuya
Fujisawa, Shoichiro
2012 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2012,
[25] Fusion of self-organizing map and granular self-organizing map for microblog summarization
Naveen Saini
Sriparna Saha
Sahil Mansoori
Pushpak Bhattacharyya
Soft Computing, 2020, 24 : 18699 - 18711
[26] Fusion of self-organizing map and granular self-organizing map for microblog summarization
Saini, Naveen
Saha, Sriparna
Mansoori, Sahil
Bhattacharyya, Pushpak
SOFT COMPUTING, 2020, 24 (24) : 18699 - 18711
[27] Self-Organizing Map as a probability density model
Kostiainen, T
Lampinen, J
IJCNN'01: INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-4, PROCEEDINGS, 2001, : 394 - 399
[28] Metrics and the Cooperative Process of the Self-organizing Map Algorithm
Wilson, William H.
ADVANCES IN NEURAL NETWORKS, PT I, 2017, 10261 : 502 - 510
[29] A novel kernel Self-Organizing Map Algorithm for Clustering
Chen, Ning
Zhang, Hongyi
Pu, Jiexin
2009 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION, VOLS 1-7, CONFERENCE PROCEEDINGS, 2009, : 2978 - +
[30] A conditional clustering algorithm using self-organizing map
Tateyama, T
Kawata, S
Ohta, H
SICE 2003 ANNUAL CONFERENCE, VOLS 1-3, 2003, : 3259 - 3264

← 1 2 3 4 5 →