Incorporating Corporation Relationship via Graph Convolutional Neural Networks for Stock Price Prediction (CIKM 2018) (Paper)
Temporal Relational Ranking for Stock Prediction (ACM TOIS 2019) (Paper)(Code)
Exploring Graph Neural Networks for Stock Market Predictions with Rolling Window Analysis (NIPS workshop 2019) (Paper)
Using External Knowledge for Financial Event Prediction Based on Graph Neural Networks (CIKM 2019) (Paper)
Modeling the Stock Relation with Graph Network for Overnight Stock Movement Prediction (IJCAI 2020)(Paper)(Code)
Deep Attentive Learning for Stock Movement Prediction From Social Media Text and Company Correlations (EMNLP 2020) (Paper)
VolTAGE: Volatility Forecasting via Text Audio Fusion with Graph Convolution Networks for Earnings Calls (EMNLP 2020)(Paper)
Time-aware Graph Relational Attention Network for Stock Recommendation (CIKM 2020)(Paper)
Loan default risk detection
Risk Assessment for Networked-guarantee Loans Using High-order Graph Attention Representation (IJCAI 2019) (Paper)
Risk Guarantee Prediction in Networked-Loans (IJCAI 2020) (Paper)
Loan Default Analysis with Multiplex Graph Learning (CIKM 2020) (Paper)
Contagious Chain Risk Rating for Networked-guarantee Loans (KDD 2020) (Paper)
Financial Risk Analysis for SMEs with Graph-based Supply Chain Mining (IJCAI 2020) (Paper)
Financial Defaulter Detection on Online Credit Payment via Multi-view Attributed Heterogeneous Information Network (WWW 2020) (Paper)
Explainable predictive business process monitoring using gated graph neural networks (Paper)
Credit Risk and Limits Forecasting in E-Commerce Consumer Lending Service via Multi-view-aware Mixture-of-experts Nets (WSDM 2021) (Paper)
Towards Consumer Loan Fraud Detection: Graph Neural Networks with Role-Constrained Conditional Random Field (AAAI 2021) (Paper)
Graph convolutional network-based credit default prediction utilizing three types of virtual distances among borrowers (Expert Systems with Applications 2021) (Paper)
Recommender system of e-commerce
Spam Review Detection with Graph Convolutional Networks (CIKM 2019) (Paper)(Code)
Hierarchical Representation Learning for Bipartite Graphs (IJCAI 2019)(Paper)
GCN-Based User Representation Learning for Unifying Robust Recommendation and Fraudster Detection (SIGIR 2020) (Paper)(Code)