SC is the International Conference for
 High Performnance Computing, Networking, Storage and Analysis

SCHEDULE: NOV 13-19, 2010

Parallel Color Coding and Graph Partitioning Enabling Subgraph Counting for Massive Graphs

SESSION: Research Poster Reception

EVENT TYPE: Poster

TIME: 5:15PM - 7:00PM

AUTHOR(S):Zhao Zhao, Maleq Khan, Anil Vullikanti, Madhav Marathe

ROOM:Main Lobby

ABSTRACT:
Counting the number of template embeddings in large network has been found to be useful in a number of applications, such as biological and social networks. However, due to large computational cost, template counting remains a challenging problem, and all prior results have considered networks with a few thousand nodes. We develop a parallel subgraph counting algorithm, ParSE, that scales to networks with millions of nodes. Our algorithm is a randomized approximation scheme, that estimates the subgraph frequency to any desired level of accuracy, and allows enumeration of a class of motifs that extends the tree-like templates which is considered in prior work. Our approach is based on parallelization of so called color coding technique, combined with a stream based graph partitioning. The detailed algorithm, implementation issues, as well as experiment results will be presented in the poster session.

Chair/Author Details:

Zhao Zhao - Virginia Tech

Maleq Khan - Virginia Tech

Anil Vullikanti - Virginia Tech

Madhav Marathe - Virginia Tech

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