Economic System Simulation With Big Data Analytics Approach

被引:3
|
作者
Li, Menggang [1 ,2 ,3 ]
Li, Ting [4 ]
Quan, Daiyong [5 ]
Li, Wenrui [4 ]
机构
[1] Beijing Jiaotong Univ, Natl Acad Econ Secur, Beijing 100044, Peoples R China
[2] Beijing Jiaotong Univ, Beijing Lab Natl Econ Secur Early Warning Engn, Beijing 100044, Peoples R China
[3] Beijing Jiaotong Univ, Beijing Ctr Ind Secur & Dev Res, Beijing 100044, Peoples R China
[4] Beijing Jiaotong Univ, Sch Econ & Management, Beijing 100044, Peoples R China
[5] Beijing Jiaotong Univ, Postdoctoral Programme China Ctr Ind Secur Res, Beijing 100044, Peoples R China
关键词
Complex adaptive system; big data; economic security simulation; simulation modeling; simulation visualization; SECURITY;
D O I
10.1109/ACCESS.2020.2969053
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The economic system is a complex adaptive system (CAS), which is composed of many heterogeneous, dispersed and interconnected actors. Because of ignoring these features, traditional macroeconomic models have many defects. In view of the fact that economic security problems are characterized by multiple and miscellaneous source data, wide range of involvement and complex behavior, an economic system needs to be simulated. In this paper, based on big data technology, we conduct china's economic security simulation from three aspects: economic security simulation method, economic security simulation modeling and calibration technology, and economic security early warning simulation visualization technology. In the end, we apply the method of this paper to a case study of a rare earth new material company, and analyze the advantages and disadvantages of various safety investment schemes based on the simulation results. Case analysis proves that the method proposed in this paper can simulate economic dynamics to achieve dynamic assessment of economic development and economic security prediction.
引用
收藏
页码:35572 / 35582
页数:11
相关论文
共 50 条
  • [41] Adoption of big data and analytics in mobile healthcare market: An economic perspective
    Wu, Jing
    Li, He
    Liu, Ling
    Zheng, Haichao
    ELECTRONIC COMMERCE RESEARCH AND APPLICATIONS, 2017, 22 : 24 - 41
  • [42] AHP Approach for Selecting Adequate Big Data Analytics Platform
    El Haoud, Naima
    Hali, Oumaima
    INTELLIGENT SYSTEMS DESIGN AND APPLICATIONS, ISDA 2021, 2022, 418 : 667 - 675
  • [43] Big Data & Analytics: an approach using audit experts' interviews
    Vieira, Vanessa
    Pedrosa, Isabel
    Soares, Bruno Horta
    2017 12TH IBERIAN CONFERENCE ON INFORMATION SYSTEMS AND TECHNOLOGIES (CISTI), 2017,
  • [44] Big Data Analytics Approach for Network Core and Edge Applications
    Bakshi, Kapil
    2016 IEEE AEROSPACE CONFERENCE, 2016,
  • [45] A Big Data Analytics Approach for the Development of Advanced Cardiology Applications
    Carnevale, Lorenzo
    Celesti, Antonio
    Fazio, Maria
    Villari, Massimo
    INFORMATION, 2020, 11 (02)
  • [46] A Framework-Based Approach to Utility Big Data Analytics
    Zhu, Jun
    Zhuang, Eric
    Fu, Jian
    Baranowski, John
    Ford, Andrew
    Shen, James
    IEEE TRANSACTIONS ON POWER SYSTEMS, 2016, 31 (03) : 2455 - 2462
  • [47] A HYBRID APPROACH FOR EXTRACTIVE DOCUMENT SUMMARIZATION WITH BIG DATA ANALYTICS
    Vadivu, V.
    Kavitha, N.
    ADVANCES AND APPLICATIONS IN MATHEMATICAL SCIENCES, 2021, 20 (12): : 3351 - 3363
  • [48] A Software Chain Approach to Big Data Stream Processing and Analytics
    Xhafa, Fatos
    Naranjo, Victor
    Caballe, Santi
    Barolli, Leonard
    2015 9TH INTERNATIONAL CONFERENCE ON COMPLEX, INTELLIGENT, AND SOFTWARE INTENSIVE SYSTEMS CISIS 2015, 2015, : 179 - 186
  • [49] A review of machine learning for big data analytics: bibliometric approach
    El-Alfy, El-Sayed M.
    Mohammed, Salahadin A.
    TECHNOLOGY ANALYSIS & STRATEGIC MANAGEMENT, 2020, 32 (08) : 984 - 1005
  • [50] Risk Adjustment of Patient Expenditures: A Big Data Analytics Approach
    Li, Lin
    Bagheri, Saeed
    Goote, Helena
    Hasan, Asif
    Hazard, Gregg
    2013 IEEE INTERNATIONAL CONFERENCE ON BIG DATA, 2013,