Title :
ATreeGrep: approximate searching in unordered trees
Author :
Shasha, Dennis ; Wang, Jason T L ; Shan, Huiyuan ; Zhang, Kaizhong
Author_Institution :
Courant Inst. of Math. Sci., New York Univ., NY, USA
Abstract :
An unordered labeled tree is a tree in which each node has a string label and the parent-child relationship is significant, but the order among siblings is unimportant. This paper presents an approach to the nearest neighbor search problem for these trees. Given a database D of unordered labeled trees and a query tree Q, the goal is to find those trees in D that "approximately" contain Q. Our approach is based on storing the paths of the trees in a suffix array and then counting the number of mismatching paths between the query tree and a data tree. To speed up a search, we use a hash-based technique to filter out unqualified data trees at an early stage of the search. Experimental results obtained by running our techniques on phylogenetic trees and synthetic data demonstrate the good performance of the proposed approach. We also discuss the use of our work in XML and scientific database management.
Keywords :
file organisation; hypermedia markup languages; query processing; scientific information systems; tree data structures; trees (mathematics); ATreeGrep; XML; approximate searching; data tree; database; hash-based technique; mismatching paths; nearest neighbor search problem; parent-child relationship; phylogenetic trees; query tree; scientific database management; string label; suffix array; synthetic data; tree path storage; unordered labeled tree; unqualified data tree filtering; Algorithm design and analysis; Change detection algorithms; Computer science; Decision trees; Filters; Nearest neighbor searches; Object oriented databases; Object oriented modeling; Phylogeny; XML;
Conference_Titel :
Scientific and Statistical Database Management, 2002. Proceedings. 14th International Conference on
Print_ISBN :
0-7695-1632-7
DOI :
10.1109/SSDM.2002.1029709