风险识别，人工智能，深度学习,量化投资

博士：1名

硕士：1名

长期招聘博士后和研究助理，欢迎联系。感兴趣报考和工作的同学都请把简历发到邮箱：zhangtong29@ucas.ac.cn，同时抄送luocuicui@ucas.ac.cn

070105-运筹学与控制论
081203-计算机应用技术

动态资产优化，机器学习，优化理论及算法
数据挖掘与深度学习
概率统计

   

（1） Exploring relevant snapshots and neighboring entities for temporal knowledge graph reasoning, Information Processing & Management, 2026, 
（2） Decomposition-based multi-scale transformer framework for time series anomaly detection, Neural Networks, 2025, 
（3） A Review of Carbon Pricing Mechanisms and Risk Management for Raw Materials in Low-Carbon Energy Systems, Energies, , 2025, 
（4） Dynamic game-theoretic modeling of strategic fake data under competitive and technological asymmetry, Chaos, Solitons & Fractals, 2025, 
（5） Feature and structural uncertainty modeling for risk identification in supply chain networks, Chaos, Solitons & Fractals, 2025, 
（6） Improving Graph Autoencoders by Hard Sample Refinement with Global Similarity, Proceedings of the 34th ACM International Conference on Information and Knowledge Management, 2025, 
（7） Diffusion Model with Selective Attention for Temporal Knowledge Graph Reasoning, Joint European Conference on Machine Learning and Knowledge Discovery in Databases, 2025, 
（8） Frect: Frequency-augmented convolutional transformer for robust time series anomaly detection, International Conference on Intelligent Computing, 2025, 
（9） Dual-channel Heterophilic Message Passing for Graph Fraud Detection, International Joint Conference on Neural Networks (IJCNN), 2025, 
（10） End-to-End Robust Portfolio Optimization with Neural Network,  7th International Symposium on Computational and Business Intelligence (ISCBI), 2025, 
（11） JTFM: Joint Time-Frequency Method For Long-term Time Series Forecasting, International Joint Conference on Neural Networks (IJCNN), 2025, 
（12） Hierarchical Semantic Enhancement and Efficient Bi-temporal Interaction for Remote Sensing Change Detection, International Joint Conference on Neural Networks (IJCNN), 2025, 
（13） DConAD: A Differencing-based Contrastive Representation Learning Framework for Time Series Anomaly Detection, International Joint Conference on Neural Networks (IJCNN), 2025, 
（14） Enterprise Credit Rating Framework Based on Risk Contagion Graph Neural Network, International Conference on Machine Learning and Soft Computing., 2025, 
（15） Towards Equitable Node Classification: A Unified Graph Neural Network Framework, Proceedings of the 5th International Conference on Computer Information and Big Data Applications, 2025, 
（16） AlphaForge: A Framework to Mine and Dynamically Combine Formulaic Alpha Factors, AAAI , 2025, 
（17） TCompoundQ: Translation, Rotation, and Scaling in Quaternion Vector Space for Temporal Knowledge Graph Completion, DASFAA , 2025, 
（18） HN-GARCH模型下时间一致的均值方差投资组合, 中国科学院大学学报, 2025, 
（19） GE-GNN: Gated Edge-augmented Graph Neural Network for Fraud Detection, IEEE Transactions on Big Data, 2025, 
（20） Heuristic static single-source-single-sink shortest path algorithm: cycle-reducing algorithm, A* algorithm and dynamic simulation method, Fourth International Conference on Applied Mathematics, Modelling, and Intelligent Computing (CAMMIC 2024). , 2024, 
（21） IdmGAE: Importance-Inspired Dynamic Masking for Graph Autoencoders, SIGIR , 2024, 
（22） Optimal control analysis of a multigroup SEAIHRD model for COVID-19 epidemic, RISK ANALYSIS, 2023, 第 2 作者  通讯作者
（23） Carbon Emission Market Portfolio Optimization Analysis, Proceedings of the International Conference on Mathematics and Machine Learning, 2023, 
（24） Risk assessment of renewable energy projects using a novel hybrid fuzzy approach, INTERNATIONAL JOURNAL OF GREEN ENERGY, 2023, 第 3 作者  通讯作者
（25） Green Supplier Selection in the Construction Industry Using a Novel Fuzzy Decision-Making Approach, JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT, 2023, 第 3 作者  通讯作者
（26） Green Supplier Selection in the Construction Industry Using a Novel Fuzzy Decision-Making Approach, Journal of Construction Engineering and Management, 2023, 
（27） Risk assessment of occupational safety in construction projects using uncertain information, Human and Ecological Risk Assessment: An International Journal, 2023, 
（28） Risk assessment of renewable energy projects using a novel hybrid fuzzy approach, International Journal of Green Energy, 2023, 
（29） Linkage relationship between China and US futures market during trade friction: the case of soybean, soybean oil and soybean meal, Applied Economics Letters, 2022, 
（30） Reinforcement learning based framework for COVID-19 resource allocation, Computers & Industrial Engineering, 2022, 第 2 作者  通讯作者
（31） Linkage relationship between China and US futures market during trade friction: the case of soybean, soybean oil and soybean meal, Applied Economics Letters, 2022, 
（32） Credit risk detection based on machine learning algorithms, International Journal of Financial Services Management, 2022, 
（33） Does government initiated corporate social responsibility lower the default risk? Evidence from the targeted poverty alleviation campaign in China, Pacific-Basin Finance Journal, 2022, 
（34） Risk assessment of renewable energy projects using uncertain information, INTERNATIONAL JOURNAL OF ENERGY RESEARCH, 2022, 第 4 作者
（35） Optimal control analysis of a multigroup SEAIHRD model for COVID-19 epidemic, RISK ANALYSIS, 2022, 第 2 作者  通讯作者
（36） A comprehensive decision support approach for credit scoring, INDUSTRIAL MANAGEMENT & DATA SYSTEMS, 2020, 第 1 作者  通讯作者
（37） A differential game design of watershed pollution management under ecological compensation criterion, JOURNAL OF CLEANER PRODUCTION, 2020, 第 2 作者  通讯作者
（38） An Approach for Risk Prioritization in Construction Projects Using Analytic Network Process and Decision Making Trial and Evaluation Laboratory, IEEE ACCESS, 2019, 第 4 作者
（39） User activity measurement in rating-based online-to-offline (O2O) service recommendation, Information Sciences, 2019, 
（40） A comparison analysis for credit scoring using bagging ensembles, Expert Systems, 2018, 第 1 作者  通讯作者
（41） A deep learning approach for credit scoring using credit default swaps, Engineering Applications of Artificial Intelligence, 2017, 第 1 作者
（42） Robust DEA to assess the reliability of methyl methacrylate-hardened hybrid poplar wood, Annals of Operations Research, 2017, 
（43） Environment and economic risk: An analysis of carbon emission market and portfolio management, Environmental Research, 2016, 第 1 作者
（44） Bi-level Programming Merger Evaluation and Application to Banking Operations, Production and Operations Management, 2016, 第 2 作者
（45） Portfolio Optimization in Hedge Funds by OGARCH and Markov Switching Model, Omega, 2015, 第 1 作者
（46） Stochastic correlation in risk analytics: a financial perspective, IEEE Systems Journal, 2015, 第 1 作者
（47） Optimizing enterprise risk management: a literature review and critical analysis of the work of Wu and Olson, Annals of Operations Research, 2015, 
（48） Efficiency Evaluation Model with Constraint Resource: an Application to Banking Operations, Journal of the Operational Research Society, 2014, 
（49） Efficiency Evaluation for Supply Chains Using Maximin Decision Support, IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2014, 
（50） A Decision Support Approach for Accounts Receivable Risk Management, IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2014, 
（51） Quantitative ecological risk analysis by evaluating China’s eco-efficiency and its determinants, Human and Ecological Risk Assessment, 2013, 
（52） Risk Management Model of a Micro-Grid Wind Farm, Human and Ecological Risk Assessment: An International Journal, 2013, 
（53） Catastrophe risk analysis: A financial perspective, Human and Ecological Risk Assessment: An International Journal, 2013, 第 1 作者
（54） Agent behaviors and coordinative mechanism, Kybernetes, 2012, 
（55） Entrepreneurial team’s risk-based decision-making: A dynamic game analysis, International Journal of Production Economics, 2011, 
（56） Risk modeling in crude oil market: a comparison of Markov switching and GARCH models, Kybernetes, 2010, 第 1 作者

（1） Business Analytics with R and Python, Springer Nature Singapore, 2024-05, 第 3 作者