Q-learning is compared with scipy optimization on a synthetic linear demand model; the paper's own results show Q-learning yields lower-revenue prices.
Kim et al., ``Applying Q-Learning for dynamic pricing and inventory control,'' in IEEE Transactions on Systems, Man, and Cybernetics, vol
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Dynamic Retail Pricing via Q-Learning -- A Reinforcement Learning Framework for Enhanced Revenue Management
Q-learning is compared with scipy optimization on a synthetic linear demand model; the paper's own results show Q-learning yields lower-revenue prices.