
People
A research community across institutions and generations.
Current researchers and alumni connected through work in probability, optimization, simulation, and learning under uncertainty.
Current group
Doctoral students
Current doctoral researchers in MS&E, ICME, and related Stanford programs.
Miao Lu
Kimi Sun
Lezhi Tan
Erica Zhang
Jason Meng
Co-advised with Peter Glynn
Jiyuan Tan
Co-advised with Vasilis Syrgkanis
Chenghan Xie
Co-advised with Renyuan Xu
Lutong Hao
Co-advised with Renyuan Xu
Lukas Fiechtner
Anish Senapati
Zhenyuan Zhang
Co-advised with Amir Dembo
Current group
Postdoctoral fellows
There are currently no postdoctoral fellows in the group.
Alumni
Doctoral alumni and researchers
Former doctoral researchers from Harvard, Columbia, and Stanford. Dates marked “c.” are approximate and remain under review.
Jingchen Liu
Effective Modeling and Scientific Computation with Applications to Health Study, Astronomy, and Queueing Network
Co-advised with Xiao-Li Meng
Chenxin Li
Estimation of Overflow Probabilities for Models with Heavy Tails and Complex Dependencies
Henry Lam
Efficient Monte-Carlo Methods and Asymptotic Analysis for Stochastic Systems
Shuheng Zheng
Stochastic Approximation Algorithms in the Estimation of Quasi-Stationary Distribution of Finite and General State Space Markov Chains
Yixi Shi
Rare Events in Stochastic Systems: Modeling, Simulation Design, and Algorithm Analysis
Xinyun Chen
Perfect Simulation, Sample-path Large Deviations, and Multiscale Modeling for Some Fundamental Queueing Systems
Jing Dong
Studies in Stochastic Networks: Efficient Monte-Carlo Methods, Modeling and Asymptotic Analysis
Juan Li
Stochastic Networks: Modeling, Simulation Design and Risk Control
Aya Wallwater
Perfect Simulation and Deployment Strategies for Detection
Christopher Dolan
Distributionally Robust Performance Analysis with Applications to Mine Valuation and Risk
Yang Kang
Distributionally Robust Optimization and its Applications in Machine Learning
Yanan Pei
Exact Simulation Techniques in Applied Probability and Stochastic Optimization
Fei He
Distributional Robust Performance Analysis
Zhipeng Liu
Exact Simulation Algorithms with Applications in Queueing Theory and Extreme Value Analysis
Fengpei Li
Stochastic Methods in Optimization and Machine Learning
Co-advised with Henry Lam
Yue Hui
Mean Field Methods for Stochastic Control and Optimization Problems
Co-advised with Peter Glynn
Teng Zhang
Efficient Simulation for Complex Systems
Co-advised with Peter Glynn
Zhengqing Zhou
Distributionally Robust Optimization and Its Applications in Mathematical Finance, Statistics, and Reinforcement Learning
Co-advised with Peter Glynn
Fan Zhang
Optimal Stochastic Couplings
Jin Xie
Optimal Transport and Healthcare Operations
Co-advised with Peter Glynn
Vincent Dufour-Décieux
Generalizable Chemical Mechanism Extraction from Molecular Dynamics Simulations
Co-advised with Evan Reed
Carson Kent
Optimization in the Space of Measures: New Techniques from Optimal Transport
Linjia Wu
Dynamic Stochastic Models for Experimentation and Matching
Co-advised with Ramesh Johari
Nian Si
Essays on Trustworthy Data-Driven Decision Making
Huanzhong Xu
MCMC with Substitutions and Multi-Armed Bandits with Covariates: Theory and Applications
Xuhui Zhang
Distributional Robustness and Minimax Optimality in Selected Problems
Xinru Hua
Algorithms for Robust Learning, Gradient Flows, and Diffusion Generation of Rare Events
Co-advised with Tengyu Ma
Yanlin Qu
Markov Chain Convergence Analysis: From Pen and Paper to Deep Learning
Co-advised with Peter Glynn
Shengbo Wang
Learning and Optimal Control of Dynamic Stochastic Systems: Robustness and Scalability
Co-advised with Peter Glynn
Kyriakos Lotidis
Robust Multi-Agent Learning for Collective Intelligence
Co-advised with Nicholas Bambos
Sirui Lin
Beyond First-Order Limits: Higher-Order Corrections for Mean-Field Control and Wasserstein Projection Tests
Co-advised with Peter Glynn
Alumni
Former postdoctoral fellows
Former postdoctoral researchers hosted by the group.
Karthyek Murthy
Virag Shah
Co-advised with Ramesh Johari
Viet Anh Nguyen
Co-advised with Yinyu Ye
Jiajin Li
Yang Liu
Wenhao Yang
Co-advised with Peter Glynn