DPW Friday Seminar: “The Odyssey Approach for Optimizing Federated SPARQL Queries”


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Date/Time
Date(s) - 13/10/2017
12:00 pm - 1:00 pm

Location
0.2.12 Cassiopeia Seminar Room, Department of Computer Science

Categories


Gabriela Montoya will do a trial conference presentation.

Title: The Odyssey Approach for Optimizing Federated SPARQL Queries

Authors: Gabriela Montoya, Hala Skaf-Molli, and Katja Hose

Abstract:
Answering queries over a federation of SPARQL endpoints requires combining data from more than one data source. Optimizing queries in such scenarios is particularly challenging not only because of (i) the large variety of possible query execution plans thatcorrectly answer the query but also because (ii) there is only limited access to statistics about schema and instance data of remote sources. To overcome these challenges, most federated query engines rely on heuristics to reduce the space of possible queryexecution plans or on dynamic programming strategies to produce optimal plans. Nevertheless, these plans may still exhibit a high number of intermediate results or high execution times because of heuristics and inaccurate cost estimations. In this paper, wepresent Odyssey, an approach that uses statistics that allow for a more accurate cost estimation for federated queries and therefore enables Odyssey to produce better query execution plans. Our experimental results show that Odyssey produces query executionplans that are better in terms of data transfer and execution time than state-of-the-art optimizers. Our experiments using the FedBench benchmark show execution time gains of at least 25 times on average.

Conference: The 16th International Semantic Web Conference, ISWC 2017