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Learning while experimenting

By: Damiano, Ettore and Li, Hao and Suen, Wing.
Material type: materialTypeLabelBookPublisher: The Economic Journal: A Journal of the Royal Economic Society 1 Description: 30(625), Jan, 2020: p.65-92. In: The Economic Journal: A Journal of the Royal Economic SocietySummary: An agent performing risky experimentation can benefit from suspending it to learn directly about the state. ‘Positive’ information acquisition seeks news that would confirm the state that favours experimentation. It is used as a last-ditch effort when the agent is pessimistic about the risky arm before abandoning it. ‘Negative’ information acquisition seeks news that would demonstrate that experimentation is futile. It is used as an insurance strategy to avoid wasteful experimentation when the agent is still optimistic. A higher reward from risky experimentation expands the region of beliefs that the agent optimally chooses information acquisition rather than experimentation. – Reproduced
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Articles Articles Indian Institute of Public Administration
30(625), Jan, 2020: p.65-92 Available AR124681

An agent performing risky experimentation can benefit from suspending it to learn directly about the state. ‘Positive’ information acquisition seeks news that would confirm the state that favours experimentation. It is used as a last-ditch effort when the agent is pessimistic about the risky arm before abandoning it. ‘Negative’ information acquisition seeks news that would demonstrate that experimentation is futile. It is used as an insurance strategy to avoid wasteful experimentation when the agent is still optimistic. A higher reward from risky experimentation expands the region of beliefs that the agent optimally chooses information acquisition rather than experimentation. – Reproduced

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