1 Introduction
2 Background: Gaussian Graphical Models
2.1 Joint Gaussian Graphical Models
3 Joint Graphical Models using Coarse-grained Structure
4 Joint Graphical Models using Fine-grained Structure
5 Estimating Differential Graphical Models
6 Joint Estimation from Time Series Data
7 Open Problems
8 Conclusion