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In this talk we will give a short overview of our recent papers about the estimation of large dimensional objects: large covariance(precision)matrices,the mean vector and large optimal portfolios with their characteristics.Our particular interest covers the case when both the dimension p and the sample size n tend to infinity so that their ratio p/n tends to a positive constant c.