[PDF][PDF] Distance estimation for very large networks using mapreduce and network structure indices
Distance calculation is key to many network mining applications such as centrality and
clustering. As the size of available networks increases to millions of nodes and edges …
clustering. As the size of available networks increases to millions of nodes and edges …
[PDF][PDF] Mining Tera-Scale Graphs with MapReduce: Theory, Engineering and Discoveries
U Kang - 2011 - cs.cmu.edu
How do we find patterns and anomalies, on graphs with billions of nodes and edges, which
do not fit in memory? How to use parallelism for such Tera-or Peta-scale graphs? In this …
do not fit in memory? How to use parallelism for such Tera-or Peta-scale graphs? In this …
[PDF][PDF] Research Statement-Tera-Scale Graph Analysis
U Kang - cs.cmu.edu
My vision is to design and implement big data analytics system which finds useful patterns
and anomalies in graphs. Graphs are ubiquitous: computer networks, social networks …
and anomalies in graphs. Graphs are ubiquitous: computer networks, social networks …