Picture taken @ Gardens by the Bay, Singapore
My main research interest is mathematical finance, in particular:
Robust Finance, Model Uncertainty, Martingale Optimal Transport, Stochastic Optimal Control
Machine Learning, Deep Neural Networks, Reinforcement Learning
Credit Risk, Concentration Risk
A list of the publications can also be found here:
https://scholar.google.com/citations?user=s3o7oesAAAAJ&hl=en
Jonathan Ansari, Zixing Chen, Cécile Decker, Cornelius Kurtz, Chung I Lu, Eva Lütkebohmert, Ariel Neufeld, Yihan Qi, Shanlan Que, Thorsten Schmidt, Hongyi Shen, Mario Sikic, Huansang Xu, Daiying Yin, Aijia Zhang Xiao Zhang
The companion codes for the papers are collected here: https://github.com/juliansester
Code for "Non-concave distributionally robust stochastic control in a discrete time finite horizon setting":
https://github.com/juliansester/Robust-Hedging-Finite-Horizon
Code for "Bounding the Difference between the Values of Robust and non-Robust Markov Decision Problem":
https://github.com/juliansester/MDP_Bound
Code for "Neural networks can detect model-free static arbitrage strategies":
https://github.com/juliansester/Deep-Arbitrage
Code for "A Multi-Marginal C-Convex Duality Theorem for Martingale Optimal Transport":
https://github.com/juliansester/C-Convex
Code for "Robust Q-Learning Algorithm under Wasserstein Uncertainty":
https://github.com/juliansester/Wasserstein-Q-learning
Code for "Markov Decision Processes under Model Uncertainty":
https://github.com/juliansester/Robust-Portfolio-Optimization
Code for "Improved Robust Price Bounds for Multi-Asset Derivatives Under Market-Implied Dependence Information":
https://github.com/juliansester/improved-dependence-pricing
Code for "Robust Deep Hedging":
https://github.com/juliansester/nga
Code for "A deep learning approach to data-driven model-free pricing and to martingale optimal transport " :
https://github.com/juliansester/deep_model_free_pricing
Code for "Model-free price bounds under dynamic option trading":
https://github.com/juliansester/dynamic_option_trading
Code for "Robust statistical arbitrage strategies":
https://github.com/juliansester/statistical-arbitrage
Code for "Calculating Capital Charges for Sector Concentration Risk":