Part 1: Theories.- Introduction.- Clustering and Extensions in the Social Media Domain .- Adaptive Resonance Theory (ART) for Social Media Analytics.- Part Applications.- Personalized Web Image Organization.- Socially-Enriched Multimedia Data Co-Clustering.- Community Discovery in Heterogeneous Social Networks.- Online Multimodal Co-Indexing and Retrieval of Social Media Data.- Concluding Remarks.