Operational Data Quality evaluation based on BP Neural Network and Rough Set Theory

被引：0
|
作者：
Liu Lijun [1 ,2 ]
机构：
[1] Engn Univ Air Force, Xian, Peoples R China
[2] Engn Univ Armed Police Force, Xian, Peoples R China
来源：
SECOND INTERNATIONAL CONFERENCE ON PHOTONICS AND OPTICAL ENGINEERING | 2017年 / 10256卷
关键词：
rough set; bp neural network; operational data quality;
D O I：
10.1117/12.2254971
中图分类号：
O43 [光学];
学科分类号：
070207 ; 0803 ;
摘要：
It analyzed the factors affecting the Operational Data Quality, determined the evaluation index system, set up Operational Data Quality evaluation element and evaluating network, established the six-element evaluation model. Using Rough Set theory come to realize information reduction and using BP Neural Network theory come to realize quality evaluation. This method could enhance the scientificity and objectivity of evaluation. The results showed that the evaluation method of error was small, simple and practical.
引用
收藏
页数：7
相关论文
共 50 条
  • [21] A rough set data prediction method based on neural network evaluation and least squares fusion
    Xi Fei
    Sun Youfu
    Ruan Xuejun
    [J]. Cluster Computing, 2019, 22 : 11641 - 11646
  • [22] Integration application of Rough Set Theory and BP Neural Network on the assessment of Fabric Smoothness Grade
    Chen, Huimin
    Gu, Hongbo
    Zhang, Weiyuan
    Mao, Zhiping
    [J]. PROCEEDINGS OF FIRST INTERNATIONAL CONFERENCE OF MODELLING AND SIMULATION, VOL I: MODELLING AND SIMULATION IN SCIENCE AND TECHNOLOGY, 2008, : 204 - 209
  • [23] A rough set data prediction method based on neural network evaluation and least squares fusion
    Xi Fei
    Sun Youfu
    Ruan Xuejun
    [J]. CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2019, 22 (Suppl 5): : 11641 - 11646
  • [24] Predicting software quality by fuzzy neural network based on rough set
    Li, Kewen
    Gong, Lina
    Kou, Jisong
    [J]. Journal of Computational Information Systems, 2010, 6 (05): : 1439 - 1448
  • [25] An algorithm for predicting customer churn via BP neural network based on rough set
    Xu, E.
    Shao Liangshan
    Gao Xuedong
    Zhai Baofeng
    [J]. APSCC: 2006 IEEE ASIA-PACIFIC CONFERENCE ON SERVICES COMPUTING, PROCEEDINGS, 2006, : 47 - +
  • [26] Study of prediction model on grey relational BP neural network based on rough set
    Zhang, Y
    He, Y
    [J]. Proceedings of 2005 International Conference on Machine Learning and Cybernetics, Vols 1-9, 2005, : 4764 - 4769
  • [27] Research on the Early Warning Model Based on the Fuzzy Rough Set and BP Neural Network
    Jiang, Guorui
    Ma, Liduan
    [J]. 2010 2ND INTERNATIONAL CONFERENCE ON E-BUSINESS AND INFORMATION SYSTEM SECURITY (EBISS 2010), 2010, : 466 - 469
  • [28] Data mining method based on rough set and fuzzy neural network
    Zhou, Jingyong
    Guo, Yuan
    Sun, Yu
    Wu, Kai
    [J]. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2020, 38 (04) : 3717 - 3725
  • [29] Integrated approach to data mining based on rough set and neural network
    Lu, Guang-Hui
    Xiao, Ren-Bin
    [J]. Xiaoxing Weixing Jisuanji Xitong/Mini-Micro Systems, 2002, 23 (05):
  • [30] Power Grid Safety Evaluation Based on Rough Set Neural Network
    Li, Jinying
    Zhao, Yuzhi
    Li, Jinchao
    [J]. 2008 INTERNATIONAL CONFERENCE ON RISK MANAGEMENT AND ENGINEERING MANAGEMENT, ICRMEM 2008, PROCEEDINGS, 2008, : 245 - +
12345