• Mining Billion-Node Graphs: Patterns, Generators, and Tools 

      Faloutsos, Christos (Georgia Institute of Technology, 2011-04-08)
      What do graphs look like? How do they evolve over time? How to handle a graph with a billion nodes? We present a comprehensive list of static and temporal laws, and some recent observations on real graphs (like, e.g., ...
    • Modeling Rich Structured Data via Kernel Distribution Embeddings 

      Song, Le (Georgia Institute of Technology, 2011-03-25)
      Real world applications often produce a large volume of highly uncertain and complex data. Many of them have rich microscopic structures where each variable can take values on manifolds (e.g., camera rotations), combinatorial ...