Development of the Concept of Management of Economic Systems Processes through Construction and Calling of Machine Learning Models

被引:0
作者
Kazakov, Oleg D. [1 ]
Novikov, Sergey P. [1 ]
Kulagina, Natalya A. [1 ]
Shlapakova, Svetlana N. [1 ]
机构
[1] Bryansk State Technol Univ Engn, Bryansk, Russia
来源
2018 IEEE INTERNATIONAL CONFERENCE QUALITY MANAGEMENT, TRANSPORT AND INFORMATION SECURITY, INFORMATION TECHNOLOGIES (IT&QM&IS) | 2018年
关键词
business process management; machine learning; web service; economic systems;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The article proposes an approach to modeling business processes of economic systems based on resource visualization on a business process diagram. The concept of management of economic systems processes based on machine learning has been developed. The method for predicting the route of execution of business processes using machine learning models based on naive Bayesian classifiers is being studied. This will significantly improve the efficiency of planning all the types of resources in the process management. In order to use trained models in real practice, the scheme for deploying machine learning models as web services is presented. The solutions offered by the author will let automatically send data to the trained model using REST API web service and get results in real time.
引用
收藏
页码:316 / 321
页数:6
相关论文
共 18 条
  • [1] [Anonymous], 1998, P AAAI 98 WORKSH LEA, DOI DOI 10.1109/TSMC.1985.6313426
  • [2] Bjornsdotter M., 2010, MACHINE LEARNING FUN
  • [3] Commandeur JJF, 2011, J STAT SOFTW, V41, P1
  • [4] Dokumentov A., 2014, TECHNICAL REPORT
  • [5] On the optimality of the simple Bayesian classifier under zero-one loss
    Domingos, P
    Pazzani, M
    [J]. MACHINE LEARNING, 1997, 29 (2-3) : 103 - 130
  • [6] On some artificial intelligence methods and technologies for cloud-computing protection
    A. A. Grusho
    M. I. Zabezhailo
    A. A. Zatsarinnyi
    V. O. Piskovskii
    [J]. Automatic Documentation and Mathematical Linguistics, 2017, 51 (2) : 62 - 74
  • [7] Hand DJ, 2001, INT STAT REV, V69, P385, DOI 10.1111/j.1751-5823.2001.tb00465.x
  • [8] Hood C. C. H., 2011, TECHNICAL REPORT
  • [9] Huang K, 2008, ADV TOP SCI TECH CHI, P1
  • [10] Lu Zonglei, 2010, ALARMING LARGE SCALE