Title :
Answering regular path queries on workflow provenance
Author :
Xiaocheng Huang ; Zhuowei Bao ; Davidson, Susan B. ; Milo, Tova ; Xiaojie Yuan
Author_Institution :
Genome Inst. of Singapore, Singapore, Singapore
Abstract :
This paper proposes a novel approach for efficiently evaluating regular path queries over provenance graphs of workflows that may include recursion. The approach assumes that an execution g of a workflow G is labeled with query-agnostic reachability labels using an existing technique. At query time, given g, G and a regular path query R, the approach decomposes R into a set of subqueries R1, ..., Rk that are safe for G. For each safe subquery Ri, G is rewritten so that, using the reachability labels of nodes in g, whether or not there is a path which matches Ri between two nodes can be decided in constant time. The results of each safe subquery are then composed, possibly with some small unsafe remainder, to produce an answer to R. The approach results in an algorithm that significantly reduces the number of subqueries k over existing techniques by increasing their size and complexity, and that evaluates each subquery in time bounded by its input and output size. Experimental results demonstrate the benefit of this approach.
Keywords :
query processing; reachability analysis; input size; output size; query complexity; query size; query time; query-agnostic reachability labels; reachability labels; recursion; regular path query; regular path query answering; safe subquery; time bounded subquery; workflow execution; workflow provenance graphs; Context modeling; Decoding; Grammar; Labeling; Polynomials; Production; XML;
Conference_Titel :
Data Engineering (ICDE), 2015 IEEE 31st International Conference on
Conference_Location :
Seoul
DOI :
10.1109/ICDE.2015.7113299