Research on the Construction of Intelligent Risk Control Service Platform for Financial Institutions under Big Data Technology
- DOI
- 10.2991/978-94-6463-304-7_52How to use a DOI?
- Keywords
- Big data; Internet financial risks; Machine learning algorithms; Hadoop; Computer software applications
- Abstract
Due to the rapid change of financial technology, Internet finance has encountered a series of risk problems while continuously optimizing financial services, and the original risk control measures of financial institutions can no longer meet the current application needs. In this regard, based on the current risk control system of Internet financial institutions, this paper will propose a set of construction scheme of intelligent risk control service platform, aiming at taking advantage of the advantages of big data technology in risk control and optimization, thus helping financial institutions to assess risks conveniently and efficiently, monitor abnormal behaviors and realize sustainable risk management. The platform takes Hadoop cluster as data management and processing server, and combines Javaweb technology to form a comprehensive application service platform integrating online application, model operation, visual analysis and other functions. Practice has proved that the platform can use Logistic and XGBoost models to evaluate credit and behavior, effectively identify potential risk factors, and provide necessary data support for risk management of Internet financial institutions.
- Copyright
- © 2023 The Author(s)
- Open Access
- Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.
Cite this article
TY - CONF AU - Fan Zhang AU - Yuhao Liao AU - Ye Ding PY - 2023 DA - 2023/12/04 TI - Research on the Construction of Intelligent Risk Control Service Platform for Financial Institutions under Big Data Technology BT - Proceedings of the 3rd International Conference on Digital Economy and Computer Application (DECA 2023) PB - Atlantis Press SP - 504 EP - 510 SN - 2589-4900 UR - https://doi.org/10.2991/978-94-6463-304-7_52 DO - 10.2991/978-94-6463-304-7_52 ID - Zhang2023 ER -