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2008 International Symposium on Electronic Commerce and Security
Construction of Learning Algorithm based on SGA Bayesian Network
August 03-August 05
ISBN: 978-0-7695-3258-5
ASCII Text
x 
 
T.J. Jia, "Construction of Learning Algorithm based on SGA Bayesian Network," Electronic Commerce and Security, International Symposium, pp. 37-40, 2008 International Symposium on Electronic Commerce and Security, 2008.
 
 
BibTex
x
 
@article{ 10.1109/ISECS.2008.23,
author = {T.J. Jia},
title = {Construction of Learning Algorithm based on SGA Bayesian Network},
journal ={Electronic Commerce and Security, International Symposium},
volume = {0},
year = {2008},
isbn = {978-0-7695-3258-5},
pages = {37-40},
doi = {http://doi.ieeecomputersociety.org/10.1109/ISECS.2008.23},
publisher = {IEEE Computer Society},
address = {Los Alamitos, CA, USA},
}
 
 
RefWorks Procite/RefMan/Endnote
x 
 
TY - CONF
JO - Electronic Commerce and Security, International Symposium
TI - Construction of Learning Algorithm based on SGA Bayesian Network
SN - 978-0-7695-3258-5
SP37
EP40
A1 - T.J. Jia,
PY - 2008
KW - Self-organizing Genetic Algorithm (SGA)
KW - Bayesian network
KW - Bayesian learning based on Knowledge base
KW - network safety applies
VL - 0
JA - Electronic Commerce and Security, International Symposium
ER -
 
A typical characteristic of Bayesian network topology is dependences of each variable within the network, which makes it impossible to optimize variables. This problem is solved by the developed approach to Bayesian network construction based on Self-organizing Genetic Algorithm (SGA) from knowledge base. The Genetic Algorithm (GA) is improved by self-organizing organism and an effective operator is provided to search the global optimum value in order to avoid an early convergence for a normal GA algorithm. At last the experiment results and the convergence of SGA are discussed.
Index Terms:
Self-organizing Genetic Algorithm (SGA), Bayesian network, Bayesian learning based on Knowledge base, network safety applies
Citation:
T.J. Jia, "Construction of Learning Algorithm based on SGA Bayesian Network," isecs, pp.37-40, 2008 International Symposium on Electronic Commerce and Security, 2008
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