Yuan, Ming; Lin, Yi - In: Biometrika 94 (2007) 1, pp. 19-35
We propose penalized likelihood methods for estimating the concentration matrix in the Gaussian graphical model. The methods lead to a sparse and shrinkage estimator of the concentration matrix that is positive definite, and thus conduct model selection and estimation simultaneously. The...