Search Results for author: Wolfgang Stockinger

Found 2 papers, 0 papers with code

An Offline Learning Approach to Propagator Models

no code implementations6 Sep 2023 Eyal Neuman, Wolfgang Stockinger, Yufei Zhang

We show that a trader who tries to minimise her execution costs by using a greedy strategy purely based on the estimated propagator will encounter suboptimality due to so-called spurious correlation between the trading strategy and the estimator and due to intrinsic uncertainty resulting from a biased cost functional.

Linear convergence of a policy gradient method for some finite horizon continuous time control problems

no code implementations22 Mar 2022 Christoph Reisinger, Wolfgang Stockinger, Yufei Zhang

Despite its popularity in the reinforcement learning community, a provably convergent policy gradient method for continuous space-time control problems with nonlinear state dynamics has been elusive.

Policy Gradient Methods reinforcement-learning +1

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