18-09-04¶
Albert László Barabási, Network Science
0 Personal Intro¶
1 Intro¶
1. 1 Vulnerability Due to Interconnectivity¶
1. 2 Networks at the Heart of Complex Systems¶
1. 3 Two Forces Helped the Emergence of Network Science¶
The Emergence of Network Maps¶
The Universality of Network Characteristics¶
1. 4 The Characteristics of Network Science¶
Interdisciplinary Nature¶
Empirical, Data Driven Nature¶
Quantitative and Mathematical Nature¶
Computational Nature¶
1. 5 Societal Impact¶
Economic Impact: From Web Search to Social Networking¶
Health: From Drug Design to Metabolic Engineering¶
Security: Fighting Terrorism¶
Epidemics: from Forecasting to Halting Deadly Viruses¶
Neuroscience: Mapping the Brain¶
Management: Uncovering the Internal Structure of an Organization¶
1. 6 Scientific Impact¶
1. 7 Summary¶
1. 8 Homework¶
1. 9¶
2. Graph Theory¶
3. Random Networks¶
4. The Scale-Free Property¶
5. The Barabási-Albert Model¶
6. Evolving Networks¶
7. Degree Correlations¶
8. Network Robustness¶
9. Communities¶
10. Spreading Phenomena¶
[ref][ref01]