Students
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Current Doctoral Students:
- Jiacheng Zou, Management Science and Engineering
Joint work: Inference of Large Panel Data with Many Covariates, Large Dimensional Change Point Detection - Greg Zanotti, Management Science and Engineering
Joint work: Deep-Learning Statistical Arbitrage, Automatic Outlier Rectification via Optimal Transport, The Microstructure of Cryptocurrency Markets: Men vs. Machine - Junting Duan, Management Science and Engineering
Joint work: Target-PCA: Transfer Learning Large Dimensional Panel Data, Causal Inference for Large Dimensional Non-Stationary Panels with Two-Way Endogenous Treatment - Yang Fan, Computational and Mathematical Engineering
Joint work: Do Algorithmic Traders Lead to Market Instability? A Multi-Agent Reinforcement Learning Approach, Large Dimensional Change Point Detection - Enrica Archetti, Management Science and Engineering
Joint work: How Much Sustainability is Really in Stock Prices? - Xueye Ping, Management Science and Engineering
Joint work: Spanning the Option Price Surface, A Universal Factor Model for Equities and Derivatives - Aldis Elfarsdottir, Management Science and Engineering
Joint work: Strategic Environmental Reporting - Rose Wang, Management Science and Engineering
Joint work: Bridging the Yield Gap, International Yield Curves - Florian Fiaux, Economics
Former Doctoral Students:
- Luyang Chen, Ph.D. 2019, Computational and Mathematical Engineering (co-advised with George Papanicolaou)
Thesis: Studies in Stochastic Optimization and Applications
Joint work: Deep-Learning in Asset Pricing, Asset Pricing Tests for a Large Number of Assets
First position: Quantitative Analyst, Two Sigma, New York - Ruoxuan Xiong, PhD. 2020, Management Science and Engineering
Thesis: Essays on High Dimensional Statistics
Joint work: State-Varying Factor Models of Large Dimensions, Interpretable Sparse Proximate Factors for Large Dimensions, Inferential Theory for Partially Observed Factor Models of Large Dimensions
First position: Assistant Professor, Emory University - Xiaocheng Li, Ph.D. 2020, Management Science and Engineering (co-advised with Kay Giesecke)
Thesis: Machine Learning for Operations Research
Joint work: Machine Learning Estimators for Corporate Default Probabilities
First position: Assistant Professor, Imperial College London - Jason Zhu, Ph.D. 2021, Management Science and Engineering
Thesis: Essays in Asset Pricing and Machine Learning
Joint work: Deep-Learning in Asset Pricing, The Forest Through the Trees: Decision Trees in Asset Pricing, TextGNN
First position: Data Scientist at Microsoft - Jorge Guijarro-Ordonez, Ph.D. 2021, Mathematics (co-advised with George Papanicolaou)
Thesis: Stochastic Control and Deep Learning Approaches to High-Dimensional Statistical Arbitrage
Joint work: Deep-Learning Statistical Arbitrage
First position: Quantitative Researcher at BlackRock - Ye Ye, Ph.D. 2022, Management Science and Engineering
Thesis: Essays in Machine Learning in Finance
Joint work: Stripping the Discount Curve, Shrinking the Term Structure
First position: Research Software Engineer at Uber - Zihan Lin, Ph.D. 2023, Computational and Mathematical Engineering
Thesis: Essays on Machine Learning and Price Impact in Institutional Finance
Joint work: Machine-Learning the Skill of Mutual Fund Managers
First position: Quantitative Researcher at Hudson River Trading - Sven Lerner, Ph.D. 2023, Computational and Mathematical Engineering
Thesis: Estimating Latent Structure in Financial Data
Joint work: Missing Financial Data, Spanning the Option Price Surface
First position: Quantitative Analyst at Citadel
Ph.D. Committee:
- Moojoong Ra, Management Science and Engineering
- Yexiang Wei, Management Science and Engineering
- Joongyeub Yeo, Computational and Mathematical Engineering
- Carl-Fredrik Arndt, Computational and Mathematical Engineering
- Simon Hilpert, Economics
- Jessie Li, Economics
- Yu An, GSB Finance
- Michael Ohlrogge, Management Science and Engineering
- Kyu Koh Yoo, Energy Resources Engineering
- Wonjin Yun, Energy Resources Engineering
- Markus Zechner, Energy Resources Engineering
- Enguerrand Horel, Computational and Mathematical Engineering
- Amy Wang, GSB Finance
- Nadia Kotova, GSB Finance
- Ziyi Yang, Mechanical Engineering
- Bernardo Ramos, Management Science and Engineering
- Xu Lu, GSB Finance
- Hao Ma, Swiss Finance Institute
- Guanting Chen, Computational and Mathematical Engineering
- Tizian Otto, Finance, University of Hamburg
- Xuhui Zhang, Management Science and Engineering
- Geoff Ramseyer, Computer Science
- Lin Fan, Management Science and Engineering