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This lecture covers the concepts of mining social graphs, including regularization to avoid overfitting, relationships among objects, explicit relationships in social networks, community structures in graphs, and community detection algorithms. It also discusses the use of community structures in various fields such as job recommendations, social science, and mobile phone network analysis.