Before revision: Graphical models are a powerful tool to estimate a high-dimensional inverse covariance (precision) matrix, which has been applied for  portfolio allocation problem.
After revision: Graphical models are a powerful tool to estimate a high-dimensional inverse covariance (precision) matrix, which has been applied for a portfolio allocation problem.