Full List of Publications

D. Cheng, Z. Niu, J. Li, C. Jiang, “Regulating systemic crises: Stemming the contagion risk in networked-loans through deep graph learning” IEEE Transactions on Knowledge and Data Engineering. 2022. PDF

S. Xiang, D. Cheng*, J. Zhang, Z. Ma, X. Wang, Y. Zhang, “Efficient Learning-based Community-Preserving Graph Generation” ICDE. 2022. PDF

P. Zhu, D. Cheng*, F. Yang, et. al, “Improving Chinese Named Entity Recognition by Large-Scale Syntactic Dependency Graph” IEEE/ACM Transactions on Audio, Speech, and Language Processing. 2022. PDF Cite

D. Wen, B. Yang, Y. Zhang, L. Qin, D. Cheng*, W. Zhang, “Span-reachability querying in large temporal graphs” The VLDB Journal. 2021. PDF Cite

D. Cheng, X. Wang, Y. Zhang, S. Xiang, “Efficient Top-k Vulnerable Nodes Detection in Uncertain Graphs” IEEE Transactions on Knowledge and Data Engineering. 2021. PDF Cite

S. Xiang, D. Wen, D. Cheng*, Y. Zhang, et.al, “General graph generators: experiments, analyses, and improvements” The VLDB Journal. 2021. PDF Cite

D. Cheng, F. Yang, S. Xiang, J. Liu, “Financial Time Series Forecasting with Multi-Modality Graph Neural Network” Pattern Recognition. 2021. PDF Cite

程大伟, 牛志彬, 刘新海, 张丽清, “复杂担保网络中传染路径的风险评估” 中国科学: 信息科学. 2021. PDF

D. Cheng, X. Wang, Y. Zhang, L. Zhang, “Graph Neural Network for Fraud Detection via Spatial-temporal Attention” IEEE Transactions on Knowledge and Data Engineering. 2020. PDF Cite

D. Cheng, Z. Niu, L. Zhang, “Delinquent Events Prediction in Temporal Networked-Guarantee Loans” IEEE Transactions on Neural Networks and Learning Systems. 2020. PDF Cite

D. Cheng, S. Xiang, C. Shang, Y. Zhang, F. Yang, L. Zhang, “Spatio-Temporal Attention-Based Neural Network for Credit Card Fraud Detection” AAAI. 2020. PDF Cite

D. Cheng, Z. Niu, Y. Zhang, “Contagious Chain Risk Rating for Networked-guarantee Loans” ACM SIGKDD. 2020. PDF Cite

D. Cheng, F. Yang, X. Wang, Y. Zhang, L. Zhang, “Knowledge Graph-based Event Embedding Framework for Financial Quantitative Investments” ACM SIGIR. 2020. PDF Cite

程大伟, 牛志彬, 张丽清, “大规模不均衡担保网络贷款的风险研究” 计算机学报. Vol 43, No. 4, 2020. PDF

D. Cheng, X. Wang, Y. Zhang, L. Zhang, “Risk Guarantee Prediction in Networked-Loans” IJCAI. 2020. PDF Cite

Z. Niu, R. Li, J. Wu, D. Cheng, J. Zhang, “iConVis: Interactive Visual Exploration of the Default Contagion Risk for Networked-guarantee Loans” IEEE VAST. 2020. PDF Cite

Y. Tu, L. Niu, W. Zhao, D. Cheng, L. Zhang, “Image Cropping with Composition and Saliency Aware Aesthetic Score Map” AAAI. 2020. PDF Cite

Y. Tu, L. Niu, J. Chen, D. Cheng, L. Zhang, “Learning from Web Data with Self-Organizing Memory Module” CVPR. 2020. PDF Cite

X. Liang, D. Cheng, F. Yang, Y. Luo, W. Qian, A. Zhou, “F-HMTC: Detecting Financial Events for Investment Decisions Based on Neural Hierarchical Multi-Label Text Classification” IJCAI. 2020. PDF Cite

M. Fan, D. Cheng, F. Yang, S. Luo, Y. Luo, W. Qian, A. Zhou, “Fusing Global Domain Information and Local Semantic Information to Classify Financial Documents” CIKM. 2020. PDF Cite

X. Liu, Z. Niu, Y. Yang, J. Wu, D. Cheng, X. Wang, “VAP: A Visual Analysis Tool for Energy Consumption Spatio-temporal Pattern” 23rd International Conference on Extending Database Technology. 2020. PDF Cite

Y. Zhang, L. Niu, Z. Pan, M. Luo, J. Zhang, D. Cheng, L. Zhang, “Exploiting Motion Information from Unlabeled Videos for Static Image Action Recognition.” AAAI. 2020. PDF Cite

D. Cheng, Y. Tu, Z. Ma, Z. Niu, L. Zhang, “Risk Assessment for Networked-guarantee Loans Using High-order Graph Attention Representation” IJCAI. 2019. PDF Cite

D. Cheng, Y. Zhang, F. Yang, Y. Tu, Z. Niu, L. Zhang, “A dynamic default prediction framework for networked-guarantee loans” CIKM. 2019. PDF Cite

Y. Chen, J. Kuang, D. Cheng, J. Zheng, M. Gao, A. Zhou, “AgriKG: an agricultural knowledge graph and its applications” DASFAA . 2019. PDF Cite

D. Cheng, Y. Tu, Z. Ma, Z. Niu, L. Zhang, “BHONEM: Binary high-order network embedding methods for networked-guarantee loans” Journal of Computer Science and Technology. 2019. PDF Cite

Z. Niu, D. Cheng, L. Zhang, J. Zhang, “Visual analytics for networked-guarantee loans risk management” IEEE PacificVis. 2018. PDF Cite

D. Cheng, Y. Liu, L. Zhang, “Exploring motor imagery EEG patterns for stroke patients with deep neural networks” ICASSP. 2018. PDF Cite

D. Cheng, Z. Niu, Y. Tu, L. Zhang, “Prediction defaults for networked-guarantee loans” ICPR. 2018. PDF Cite

D. Cheng, Y. Liu, Z. Niu, L. Zhang, “Modeling similarities among multi-dimensional financial time series” IEEE Access. 2018. PDF Cite

D. Cheng, Y. Tu, Z. Niu, L. Zhang, “Learning Temporal Relationships Between Financial Signals” ICASSP. 2018. PDF Cite