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Depending on how big is bid-ask spread, it may not matter at all. To start with I'd suggest that for each security you randomly pick either it's bid or ask price, and see whether the optimal weights differ much depending on your choice. If not, you can simply disregard such asymmetry. If not, I am not sure whether MPT will work nicely with your setting since ...

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