Markowitz (1952, 1959) first proposed a well-known mean-variance analysis for optimizing portfolio diversification that has been long served as a foundation of modern finance. The risk diversification was formulated by a quadratic optimization model. Unfortunately, the quadratic optimization had a computational difficulty in dealing with a large number of asset allocations. To enhance the comp...
