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Here is a simple way of solving the above: Take future returns (use the daily return matrix of all the assets for the future investment horizon), calculate covariance matrix. Calculate weights using future perfect data. Repeat for all time periods. Pick whichever method of estimating the covariance matrix you prefer the most and plug it into 1), likewise ...

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