Abstract
Graphs have a wide range of applications in many domains. The graph substructure selection problem is to find all subgraph isomorphic mappings of a query from multi-attributed graphs, such that each pair of matching vertices satisfy a set of selection conditions, each against an equality, range, or set containment operator on a vertex attribute. Existing techniques for single-labeled graphs are developed under the assumption of identical label matching, and thus, cannot handle the general case in substructure selections. To this end, this paper proposes a two-tier index to support general selections via judiciously materializing certain mappings. Moreover, we propose efficient dynamic query processing and index construction algorithms. Comprehensive experiments demonstrate the effectiveness and efficiency of our approach.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
Similar content being viewed by others
References
Burdick, D., Calimlim, M., Flannick, J., Gehrke, J., Yiu, T.: Mafia: A maximal frequent itemset algorithm. IEEE Trans. Knowl. Data Eng. 17(11), 1490–1504 (2005)
Chen, C., Yan, X., Yu, P.S., Han, J., Zhang, D.-Q., Gu, X.: Towards graph containment search and indexing. In: VLDB, pp. 926–937 (2007)
Cheng, J., Ke, Y., Ng, W., Lu, A.: FG-index: towards verification-free query processing on graph databases. In: SIGMOD Conference, pp. 857–872 (2007)
Fan, W., Li, J., Ma, S., Tang, N., Wu, Y.: Adding regular expressions to graph reachability and pattern queries. In: ICDE, pp. 39–50 (2011)
Jiang, H., Wang, H., Yu, P.S., Zhou, S.: GString: A novel approach for efficient search in graph databases. In: ICDE, pp. 566–575 (2007)
Jin, C., Bhowmick, S.S., Xiao, X., Cheng, J., Choi, B.: GBLENDER: towards blending visual query formulation and query processing in graph databases. In: SIGMOD Conference, pp. 111–122 (2010)
Klein, K., Kriege, N., Mutzel, P.: CT-index: Fingerprint-based graph indexing combining cycles and trees. In: ICDE, pp. 1115–1126 (2011)
Shang, H., Zhang, Y., Lin, X., Yu, J.X.: Taming verification hardness: an efficient algorithm for testing subgraph isomorphism. PVLDB 1(1), 364–375 (2008)
Xie, Y., Yu, P.S.: CP-index: on the efficient indexing of large graphs. In: CIKM, pp. 1795–1804 (2011)
Yan, X., Han, J.: gSpan: Graph-based substructure pattern mining. In: ICDM, pp. 721–724 (2002)
Yan, X., Yu, P.S., Han, J.: Graph indexing: A frequent structure-based approach. In: SIGMOD Conference, pp. 335–346 (2004)
Yang, J., Zhang, S., Jin, W.: DELTA: indexing and querying multi-labeled graphs. In: CIKM, pp. 1765–1774 (2011)
Zhang, S., Li, S., Yang, J.: GADDI: distance index based subgraph matching in biological networks. In: EDBT, pp. 192–203 (2009)
Zhao, P., Han, J.: On graph query optimization in large networks. PVLDB 3(1), 340–351 (2010)
Zhu, K., Zhang, Y., Lin, X., Zhu, G., Wang, W.: NOVA: A novel and efficient framework for finding subgraph isomorphism mappings in large graphs. In: Kitagawa, H., Ishikawa, Y., Li, Q., Watanabe, C. (eds.) DASFAA 2010, Part I. LNCS, vol. 5981, pp. 140–154. Springer, Heidelberg (2010)
Zou, L., Chen, L., Yu, J.X., Lu, Y.: A novel spectral coding in a large graph database. In: EDBT, pp. 181–192 (2008)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2013 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Zhao, X., Shang, H., Zhang, W., Lin, X., Xiao, W. (2013). On Efficient Graph Substructure Selection. In: Meng, W., Feng, L., Bressan, S., Winiwarter, W., Song, W. (eds) Database Systems for Advanced Applications. DASFAA 2013. Lecture Notes in Computer Science, vol 7826. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-37450-0_22
Download citation
DOI: https://doi.org/10.1007/978-3-642-37450-0_22
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-37449-4
Online ISBN: 978-3-642-37450-0
eBook Packages: Computer ScienceComputer Science (R0)