Research and application of credit risk of small and medium-sized enterprises based on random forest model

被引:2
|
作者
Wang Liu-yi [1 ]
Zhu Li-Gu [1 ]
机构
[1] Commun Univ China, Beijing Key Lab Big Data Secur & Protect Ind, Beijing, Peoples R China
关键词
random forest model; credit risk model; default risk;
D O I
10.1109/ICCECE51280.2021.9342572
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In recent years, the government has begun to focus on supporting small and medium-sized enterprises. As an important part of the national economy, small and medium-sized enterprises need to be more cautious about their credit risks. They are generally have the characteristics of small scale, low risk resistance. This often generates more investigation workloads during the review of the lending process. This article proposes to use the random forest model for research, use big data to support, analyze the loan default risk of small and medium-sized enterprises, and predict the repayment probability under each loan line. The purpose is to provide actual reference value for grasping the credit risk of the small and medium-sized enterprises. The output results of the model in this paper are displayed in data visualization.
引用
收藏
页码:371 / 374
页数:4
相关论文
共 50 条
  • [21] A model for calculating optimal credit guarantee fee for small and medium-sized enterprises
    Taghizadeh-Hesary, Farhad
    Yoshino, Naoyuki
    Fukuda, Lisa
    Rasoulinezhad, Ehsan
    ECONOMIC MODELLING, 2021, 95 : 361 - 373
  • [22] Trade credit and sustainable profitability in small and medium-sized enterprises
    Xuan Zou
    Lei Zhou
    Humanities and Social Sciences Communications, 12 (1):
  • [23] Fuzzy evaluation model and its application of credit grade of small and medium-sized wholesale and retail enterprises
    Liang Jun
    Mei Qiang
    INDUSTRY CLUSTER AND META-STUDIES, 2008, : 401 - 405
  • [24] Credit Risk Assessment of Small and Medium-Sized Enterprises under the Financial Model of Online Supply Chain
    Chen, Shengli
    Wang, Dong
    Wan, Zheng
    DISCRETE DYNAMICS IN NATURE AND SOCIETY, 2022, 2022
  • [25] AN IDIOSYNCRATIC DECISION SUPPORT SYSTEM FOR CREDIT RISK ANALYSIS OF SMALL AND MEDIUM-SIZED ENTERPRISES
    Goncalves, Tania S. H.
    Ferreira, Fernando A. F.
    Jalali, Marjan S.
    Meidute-Kavaliauskiene, Ieva
    TECHNOLOGICAL AND ECONOMIC DEVELOPMENT OF ECONOMY, 2016, 22 (04) : 598 - 616
  • [26] Knowledge graph driven credit risk assessment for micro, small and medium-sized enterprises
    Mitra, Rony
    Dongre, Ayush
    Dangare, Piyush
    Goswami, Adrijit
    Tiwari, Manoj Kumar
    INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2024, 62 (12) : 4273 - 4289
  • [27] Application of the continuing value model to small and medium-sized Spanish enterprises
    Blasco, Ana
    Ribal, Javier
    MATHEMATICAL AND COMPUTER MODELLING, 2013, 57 (7-8) : 1788 - 1794
  • [28] Research on Competitiveness Assessment Model for the Small and Medium-sized Service Enterprises
    Sang, Jinyan
    Zhang, Yinghua
    Qi, Zhenfa
    2008 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-11, 2008, : 1521 - 1525
  • [29] Credit Risk Assessment Model of Small and Medium-Sized Enterprise Based on Logistic Regression
    Sun, Hui
    Guo, Mingyuan
    2015 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT (IEEM), 2015, : 1714 - 1717
  • [30] Research on Competitiveness Assessment Model for the Small and Medium-sized Financial Enterprises
    Hao, Zhang
    SEVENTH WUHAN INTERNATIONAL CONFERENCE ON E-BUSINESS, VOLS I-III: UNLOCKING THE FULL POTENTIAL OF GLOBAL TECHNOLOGY, 2008, : 3133 - 3138