金融科技

小组介绍

金融科技小组聚焦于金融科技、区块链领域与可视分析的交叉结合,致力于使用可视化技术打破专业数据的信息壁垒,提升决策的准确性、高效性与可解释性。例如,在金融风险防控领域,基于大模型图计算的交互式可视分析系统,可将复杂的金融风险数据转化为直观的可视化图表,快速识别风险与趋势;在政策传导与公众预期研究中,通过LLM赋能的多智能体模拟技术,捕捉央行政策对不同群体心理预期的影响,为政策制定提供支撑。在区块链领域,使用可视分析系统定位并分析共识算法运行过程中的异常结果,为区块链的安全提供及时的信息反馈;通过对零知识证明电路的拆解,来匹配用户预期和电路的实际表达,为算术电路的调试提供了新思路。

相关发表
  • Visual analytics for security threats detection in Ethereum consensus layer.
    Xuan Chen, Xincan Zhang, Zhaohan Wang, Kerun Yu, Wong Kam-Kwai, Haoyun Guo, Siming Chen*.
    Journal of Visualization, 27(3): 469-483, 2024.
  • Visual Analytics for Phishing Scam Identification in Blockchain Transactions with Multiple ModelComparison.
    Jiaqi Dong, Zishu Qin, Zhou Fang, Xuan Chen, Zengfeng Huang, Haoyun Guo, Richen Liu, Cagatay Turkay, Siming Chen*.
    The 15th International Symposium on Visual Information Communication and Interaction (VINCI), Accepted, 2023.
  • Interactive tree and ranking-based fund data visual analysis.
    Feifan Wang, Liwenhan Xie, Xuanwu Yue, Yangyang Su, Guobing Zhou, Ji Feng, Xiahai Zhuang, Siming Chen*.
    Journal of Computer-Aided Design & Computer Graphics (CAD&CG, ChinaVis'22), Accepted, 2023.
  • A benchmark for visual analysis of insider threat detection.
    Ying Zhao, Kui Yang, Siming Chen*, Zhuo Zhang, Xin Huang, Qiusheng Li, Qi Ma, Xinyue Luan, Xiaoping Fan.
    SCIENCE CHINA Information Sciences, 65(9): 199102, 2022.
    | Paper | pdf (1.8MB) | Benchmark | ChinaVis Data Challenge 2019
  • An Indoor Crowd Movement Trajectory Benchmark Dataset.
    Ying Zhao, Xin Zhao, Siming Chen*, Zhuo Zhang, Xin Huang.
    IEEE Transactions on Reliability, Accepted, 2021.
    | Paper | pdf (2.6MB) | Dataset | New Public-available Benchmark Data
  • VASABI: Hierarchical User Profiles for Interactive Visual User Behaviour Analytics.
    Phong H. Nguyen, Rafael Henkin, Siming Chen, Natalia Andrienko, Gennady Andrienko, Olivier Thonnard, Cagatay Turkay.
    IEEE Transactions on Visualization and Computer Graphics (VAST'19), 26(1): 77-86, 2020.
    | Paper | pdf (1.5MB) | Video | mp4 (39.3MB)
  • LDA Ensembles for Interactive Exploration and Categorization of Behaviors.
    Siming Chen, Natalia Andrienko, Gennady Andrienko, Linara Adilova, Jeremie Barlet, Joerg Kindermann, Phong.H Nguyen, Olivier Thonnard, Cagatay Turkay.
    IEEE Transactions on Visualization and Computer Graphics (TVCG), 26(9): 2775 - 2792, 2020.
    | Paper | pdf (20.1MB) | Video | mp4 (6.3MB) | Slides | pptx (10MB)
  • User Behavior Map: Visual Exploration for Cyber Security Session Data.
    Siming Chen, Shuai Chen, Natalia Andrienko, Gennady Andrienko, Phong H. Nguyen, Cagatay Turkay, Olivier Thonnard, Xiaoru Yuan
    in Proceedings of 2018 IEEE Symposium on Visualization for Cyber Security (VizSec'18), Pages 1-4, Berlin, Germany, Oct.22, 2018.
    | Paper | pdf (5.7M) | Slides | pdf (17.2M)
  • OCEANS: online collaborative explorative analysis on network security.
    Siming Chen, Cong Guo, Xiaoru Yuan, Fabian Merkle, Hanna Schaefer and Thomas Ertl.
    in Proceedings of the Eleventh Workshop on Visualization for Cyber Security (VizSec'14), Pages 1-8, Paris, France, Nov.10, 2014.
    | Paper | pdf (1.8MB) | Video | wmv (11.7MB) | Slides | pptx (23.4MB)