A functional-dependencies-based Bayesian networks learning method and its application in a mobile commerce system

被引：6
|
作者：
Liao, Stephen Shaoyi [1 ]
Wang, Huai Qing
Li, Qiu Dan
Liu, Wei Yi
机构：
[1] Dept Informat Syst, Kowloon, Hong Kong, Peoples R China
[2] Yunnan Univ, Dept Comp Sci & Engn, Yunnan, Peoples R China
来源：
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS | 2006年 / 36卷 / 03期
关键词：
Bayesian network; functional dependency; mobile commerce; probabilistic reasoning model; relational database;
D O I：
10.1109/TSMCB.2005.862492
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
This paper presents a new method for learning Bayesian networks from functional dependencies (FD) and third normal form (3NF) tables in relational databases. The method sets up a linkage between the theory of relational databases and probabilistic reasoning models, which is interesting and useful especially when data are incomplete and inaccurate. The effectiveness and practicability of the proposed method is demonstrated by its implementation in a mobile commerce system.
引用
收藏
页码：660 / 671
页数：12
相关论文
共 50 条
  • [1] A Recommender System for Mobile Commerce Based on Relational Learning
    Chen, Shengnan
    Qian, Hongyan
    Gu, Jiayi
    [J]. MULTI-DISCIPLINARY TRENDS IN ARTIFICIAL INTELLIGENCE, MIWAI 2015, 2015, 9426 : 415 - 428
  • [2] A Practical OTP Authentication System and its Application in Mobile Commerce
    Ye, Xi
    Gao, Ming
    Jiang, Jing
    [J]. 2012 7TH INTERNATIONAL CONFERENCE ON SYSTEM OF SYSTEMS ENGINEERING (SOSE), 2012, : 87 - 91
  • [3] An Improved OTP Authentication System and Its Application in Mobile Commerce
    Xi, Ye
    [J]. INTELLIGENCE COMPUTATION AND EVOLUTIONARY COMPUTATION, 2013, 180 : 615 - 624
  • [4] Bayesian learning in bilateral multi-issue negotiation and its application in MAS-based electronic commerce
    Li, J
    Cao, YD
    [J]. IEEE/WIC/ACM INTERNATIONAL CONFERENCE ON INTELLIGENT AGENT TECHNOLOGY, PROCEEDINGS, 2004, : 437 - 440
  • [5] Incremental Bayesian broad learning system and its industrial application
    Liu, Ying
    Wang, Yifei
    Chen, Long
    Zhao, Jun
    Wang, Wei
    Liu, Quanli
    [J]. ARTIFICIAL INTELLIGENCE REVIEW, 2021, 54 (05) : 3517 - 3537
  • [6] Incremental Bayesian broad learning system and its industrial application
    Ying Liu
    Yifei Wang
    Long Chen
    Jun Zhao
    Wei Wang
    Quanli Liu
    [J]. Artificial Intelligence Review, 2021, 54 : 3517 - 3537
  • [7] Unified fusion system based on Bayesian networks for autonomous mobile robots
    Besada-Portas, E
    Lopez-Orozco, JA
    de la Cruz, JM
    [J]. PROCEEDINGS OF THE FIFTH INTERNATIONAL CONFERENCE ON INFORMATION FUSION, VOL II, 2002, : 873 - 880
  • [8] RETRACTED: An Improved OTP Authentication System and its Application in Mobile Commerce (Retracted Article)
    Xi, Ye
    [J]. 2011 INTERNATIONAL CONFERENCE ON ENERGY AND ENVIRONMENTAL SCIENCE-ICEES 2011, 2011, 11 : 1146 - 1154
  • [9] Bayesian Network Learning Based on Relationship Prediction PSO and Its Application in Agricultural Expert System
    Guo, Wenqiang
    Xiao, Qinkun
    Hou, Yongyan
    Wang, Ejuan
    Zhang, Xiangqing
    [J]. 2013 25TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2013, : 1818 - 1822
  • [10] Serial Number Based Encryption and Its Application for Mobile Networks
    Ma, Rong
    Cao, Zhenfu
    [J]. WIRELESS ALGORITHMS, SYSTEMS, AND APPLICATIONS, 2015, 9204 : 396 - 406
12345