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Maximum-likelihood optimal control outperforms direct policy learning in the Avellaneda–Stoikov model
The ergodic Avellaneda–Stoikov market-making model is assumed to describe market behaviour up to an unknown parameter, and the optimal control derived from maximum-likelihood estim…