Simple return:
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Future value, using a simple return
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Multi-period returns are products of the returns in each period
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Annualized return, based on monthly return
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Continuously compounded returns, where
is
the simple return:
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Taking the exponential of both sides yields

Converting between continuously compounded returns and simple returns is (rearranging the above)
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For continuously compounded returns, the continuously compounded multi-period returns is just the sum of the continuously compounded return for each period (which makes it easier to calculate than the simple return):
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