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Markowitz (1952,1959) laid down the ground-breaking work on the mean-variance analysis.Under his framework,the theoretical optimal allocation vector can be very different from the estimated one for large portfolios due to the intrinsic difficulty of estimating a vast covariance matrix and return vector.This can result in adverse performance in portfolio selected based on empirical data due to the accumulation of estimation errors.