Abstract: Markowitz’s mean-variances model in this paper is improved, and the random matrix theory is used that can identify extreme sampling data and relevance data to get rid of those data such that more accurate estimate of mean and variance can be gotten. Then Bootstrap method to solve the problem of insufficient
sample is used.

Key words: andom matrix theory (RMT), Bootstrap method, Markowitz portfolio model;