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Quantitative Finance · Glossário

O que é Reward shaping, action masking?

Também chamado de: reward shaping · action masking

Definition 18.1 Machine Learning for Markets · Capítulo 18 — Reinforcement Learning for Execution and Market Making

Reward shaping changes the rewards an agent learns from without changing the policy that is optimal, for instance by removing a term whose expectation is known to be zero, or by adding a potential difference, to make learning faster or more stable. Action masking removes the actions that are not allowed in a state (selling more than is held, quoting a side that would breach an inventory limit) from the agent’s choice and from the maximum in its learning target.

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