###
计算机系统应用英文版:2022,31(2):78-87
本文二维码信息
码上扫一扫!
非结构化智能金融投研平台的开发与行业应用
(兴业银行 信息科技部, 上海 201201)
Development and Business Application of Unstructured Intelligent Financial Investment-research Platform
(Department of Information and Technology, Industrial Bank Co. Ltd., Shanghai 201201, China)
摘要
图/表
参考文献
相似文献
本文已被:浏览 877次   下载 1998
Received:June 22, 2021    Revised:July 20, 2021
中文摘要: 当前针对非结构化数据处理的研究多集中于实验态的技术实现, 对于其在金融投研业务中落地应用的整体架构与路径的研讨则较为缺乏. 为此, 提出将大数据、自然语言处理、知识图谱等技术结合起来进行智能化投研平台的研发设计, 并实现其在真实金融投研场景的应用. 该平台基于Hadoop分布式系统进行数据采集、存储与计算, 集成了传统文本处理技术及主流AI算法, 形成了投研相关的深度语义理解能力, 一是高效提取出金融文本信息, 并以知识图谱的形式存储; 二是基此进一步挖掘预测, 输出金融投研领域的智能化分析服务. 以金融研究中城投债相关文本作为测试样例, 验证了平台运行效果, 结果表明平台能以较高的准确率全流程、自动化地实现各项功能, 提升金融投研领域的工作效率.
Abstract:Current research on unstructured data processing focuses on technological realization in experiments, while the discussions on the overall architecture and the practical application path in financial investment-research businesses are far from enough. Considering this, this study proposes to develop and design the intelligent investment-research platform through the combination of big data, natural language processing (NLP), and knowledge graph (KG) and implements the platform in real financial investment-research scenarios. With the data collecting, storage, and computation operated through the distributed system Hadoop, the platform integrates traditional text processing technologies and mainstream AI algorithms to form a deep semantic understanding capacity. As a result, the platform is capable of extracting financial text efficiently and storing the information in the form of KGs, and it can also provide intelligent analysis in financial investment research by further exploration and prediction. Taking the tests related to municipal bonds as samples, this research has proved the validity of this platform. The results show that the platform can automatically perform various functions with high precision through the whole process, thus promoting the working efficiency in financial investment research.
文章编号:     中图分类号:    文献标志码:
基金项目:2019年国家互联网数据中心产业技术创新发展大会技术创新二等奖(NIISA)项目;2019年中国外汇交易中心银行间市场金融科技创新大赛三等奖项目;2018年上海市人工智能创新发展专项(XX-RGZN-01-18-9814)
引用文本:
陈强.非结构化智能金融投研平台的开发与行业应用.计算机系统应用,2022,31(2):78-87
CHEN Qiang.Development and Business Application of Unstructured Intelligent Financial Investment-research Platform.COMPUTER SYSTEMS APPLICATIONS,2022,31(2):78-87