简介: |
Abstract:
A graph reachability query, as one of the primary tasks, is to find whether two given data objects, u and v, are related in any ways in a large and complex dataset. Formally, the query is about to find if v is reachable from u in a directed graph which is large in size. In this talk, we focus ourselves on building a reachability labeling for a large directed graph, in order to process reachability queries efficiently. Such a labeling needs to be minimized in size for the efficiency of answering the queries, and needs to be computed fast for the efficiency of constructing such a labeling. As such a labeling, 2-hop cover was proposed for arbitrary graphs with theoretical bounds on both the construction cost and the size of the resulting labeling. However, in practice, as reported, the construction cost of 2-hop cover is very high even with super power machines. We propose a novel geometry-based algorithm which computes high-quality 2-hop cover fast. By utilizing the 2-hop cover, we show that we can support graph pattern matching over a large data graph efficiently.
At the end of the talk, the speaker will also introduce some other research activities in the Department of Systems Engineering and Engineering Management, the Chinese University of Hong Kong.
Short Biography:
Jeffrey Xu Yu received his B.E., M.E. and Ph.D. in computer science, from the University of Tsukuba, Japan, in 1985, 1987 and 1990, respectively. Dr. Yu held teaching positions in the Institute of Information Sciences and Electronics, University of Tsukuba, Japan, and the Department of Computer Science, The Australian National University. Currently, he is a Professor in the Department of Systems Engineering and Engineering Management, the Chinese University of Hong Kong. Dr. Yu is an ACM SIGMOD Information Director, an associate editor of IEEE Transactions on Knowledge and Data Engineering, and a VLDB Journal editorial board member. His current main research interest includes graph database, XML database, data mining, data warehouse and OLAP, Web-technology, and query processing and query optimization. He has published over 140 papers including papers published in TKDE, VLDBJ, SIGMOD, SIGKDD, VLDB, ICDE, and EDBT.
|