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A Survey on Efficient Subgraph Enumeration over Distributed Graphs
PhD Qualifying Examination
Title: "A Survey on Efficient Subgraph Enumeration over Distributed
Graphs"
by
Mr. Xun JIAN
Abstract:
Subgraph enumeration is a fundamental problem in graph theory. Given two
graphs d and p, subgraph enumeration is to enumerate all subgraphs of the
data graph d, which are isomorphic to the pattern graph p. It has a wide
range of applications in sociology, chemistry, telecommunication,
bioinformatics and networks. For example, a user may be interested in
searching a special structure in social networks, to identify groups of
people that may share certain properties. In a router network, finding
specific structures can help detect nodes that play an important role in
the communication. Moreover, querying patterns in a knowledge graph is
essentially enumerating subgraphs with property constraints. Although
subgraph enumeration has been applied in different areas in practice, the
problem itself is computationally-hard. The underlying problem, called
subgraph isomorphism, is known to be NP-complete. Also, the number of
results of subgraph enumeration can be exponentially large, making the
computation as well as the storage become even more challenging. The
survey starts with an introduction to the concept and background of
subgraph isomorphism and subgraph enumeration. Existing works are then
described analyzed, based on the computation model and searching strategy.
Different computation models and optimization strategies are also compared
in different cases. Finally, it ends up with a discussion about the
challenges and future research opportunities of subgraph enumeration.
Date: Tuesday, 26 June 2018
Time: 1:00pm - 3:00pm
Venue: Room 5560
Lifts 27/28
Committee Members: Prof. Lei Chen (Supervisor)
Prof. Dimitris Papadias (Chairperson)
Dr. Yangqiu Song
Dr. Ke Yi
**** ALL are Welcome ****