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Lumifer comments on A hypothetical question for investors - Less Wrong Discussion
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You need to define "optimal" in the "optimal decision rule".
Generally speaking, it depends on your utility function (and/or your risk tolerance) and on your time horizon. The shape of the PDF is also pretty important.