1 Introduction  
2 Differential Privacy  
2.1 Intuition  
2.2 Definition of Differential Privacy  
2.3 Noise Calibration  
2.4 Composite Differential Privacy  
3 Two Variations of Differential Privacy  
3.1 Dependent Differential Privacy  
3.2 Local Differential Privacy  
4 Privacy Attacks and Types of Differential Privacy for Social Networks  
4.1 Privacy Attacks in Social Networks  
4.2 Types of Differential Privacy for Social Networks  
5 Differential Privacy in Social Network Analysis  
5.1 Degree Distribution  
5.2 Subgraph Counting  
5.3 Edge Weights  
5.4 Summary  
6 Conclusions and Future Directions