Learning dynamic Bayesian network with immune evolutionary algorithm

被引：0
|
作者：
Jia, HY [1 ]
Liu, DY [1 ]
Yu, P [1 ]
机构：
[1] Jilin Univ, Sch Comp Sci & Technol, Key Lab Symbol Comp & Knowledge Engn, Minist Educ, Changchun 130023, Peoples R China
来源：
PROCEEDINGS OF 2005 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-9 | 2005年
关键词：
dynamic Bayesian network; structural learning; immune evolutionary algorithm;
D O I：
暂无
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
Dynamic Bayesian Networks (DBNs) are directed graphical models of stochastic processes, How to learn the structure of DBNs from data is a hot problem of research. In this paper the author presents an Immune evolutionary algorithm for learning the network structure of DBNs. The results of contrast experiment prove that the constringency rate is more rapid than EGA-DBN algorithms.
引用
收藏
页码：2934 / 2938
页数：5
相关论文
共 50 条
  • [21] Two evolutionary methods for learning Bayesian network structures
    Delaplace, Alain
    Brouard, Thierry
    Cardot, Hubert
    COMPUTATIONAL INTELLIGENCE AND SECURITY, 2007, 4456 : 288 - 297
  • [22] Dynamic Programming Structure Learning Algorithm of Bayesian Network Integrating MWST and Improved MMPC
    Di, Ruo-Hai
    Li, Ye
    Li, Ting-Peng
    Wang, Lian-Dong
    Wang, Peng
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2021, 2021
  • [23] Dynamic Bayesian network structure learning based on an improved bacterial foraging optimization algorithm
    Meng, Guanglei
    Cong, Zelin
    Li, Tingting
    Wang, Chenguang
    Zhou, Mingzhe
    Wang, Biao
    SCIENTIFIC REPORTS, 2024, 14 (01) : 8266
  • [24] An efficient dynamic Bayesian network classifier structure learning algorithm: application to sport epidemiology
    Peterson, Kyle D.
    JOURNAL OF COMPLEX NETWORKS, 2020, 8 (04)
  • [25] A dynamic immune algorithm with immune network for data clustering
    Wu, Lei
    Peng, Lei
    2007 INTERNATIONAL CONFERENCE ON COMMUNICATIONS, CIRCUITS AND SYSTEMS PROCEEDINGS, VOLS 1 AND 2: VOL 1: COMMUNICATION THEORY AND SYSTEMS; VOL 2: SIGNAL PROCESSING, COMPUTATIONAL INTELLIGENCE, CIRCUITS AND SYSTEMS, 2007, : 919 - +
  • [26] A hybrid algorithm for Bayesian network structure learning
    Ji, Junzhong
    Hu, Renbing
    Zhang, Hongxun
    Liu, Chunnian
    Jisuanji Yanjiu yu Fazhan/Computer Research and Development, 2009, 46 (09): : 1498 - 1507
  • [27] A Parallel Bayesian Network Learning Algorithm for Classification
    Hu, Jie
    Wu, Guoshi
    Sun, Pengfei
    Xiong, Qiu
    PROCEEDINGS OF 2016 IEEE 7TH INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING AND SERVICE SCIENCE (ICSESS 2016), 2016, : 259 - 263
  • [28] An Algorithm for Learning the Skeleton of Large Bayesian Network
    Li, Yanying
    Yang, Youlong
    Wang, Wensheng
    Yang, Weriming
    INTERNATIONAL JOURNAL ON ARTIFICIAL INTELLIGENCE TOOLS, 2015, 24 (04)
  • [29] A Bayesian Network Based Structure Learning Algorithm
    Long, Zhang
    2016 INTERNATIONAL CONFERENCE ON ROBOTS & INTELLIGENT SYSTEM (ICRIS), 2016, : 12 - 15
  • [30] Bayesian network model structure based on binary evolutionary algorithm
    Yao Y.
    PeerJ Computer Science, 2023, 9
12345