Morph-Skyline: Virtual Ontology-Based Data Access for Skyline Queries

被引:1
作者
Goncalves, Marlene [1 ]
Chaves-Fraga, David [2 ]
Corcho, Oscar [2 ]
机构
[1] Univ Simon Bolivar, Comp Sci & Informat Technol, Caracas, Venezuela
[2] Univ Politecn Madrid, Ontol Engn Grp, Madrid, Spain
来源
2020 IEEE/WIC/ACM INTERNATIONAL JOINT CONFERENCE ON WEB INTELLIGENCE AND INTELLIGENT AGENT TECHNOLOGY (WI-IAT 2020) | 2020年
基金
欧盟地平线“2020”;
关键词
Skyline; OBDA; Query translation; R2RML; SPARQL;
D O I
10.1109/WIIAT50758.2020.00043
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Skyline queries are being used in decision-making applications to help stakeholders find the set of data that satisfies certain criteria, whose weight may not be assigned beforehand. Given the wide availability of heterogeneous datasets that are being published following Open Data initiatives, combining skyline queries with query processing approaches such as Ontology-Based Data Access (OBDA), may help stakeholders to improve their decisions exploiting and integrating multiple and heterogeneous data sources. In this paper, we address the problem of evaluating SPARQL skyline queries over an OBDA approach. Our approach implements two different techniques: rewriting skyline queries into SPARQL 1.0 and then translating to SQL, or translating them directly into queries that can be evaluated by the relational database. Our experimental results suggest that the execution time can be reduced by up two orders of magnitude in comparison to current approaches scaling up to larger datasets while identifying precisely the skyline set.
引用
收藏
页码:299 / 307
页数:9
相关论文
共 26 条
[1]  
[Anonymous], 2006, DAT ENG 2006 ICDE 06
[2]   Efficient Sort-Based Skyline Evaluation [J].
Bartolini, Ilaria ;
Ciaccia, Paolo ;
Patella, Marco .
ACM TRANSACTIONS ON DATABASE SYSTEMS, 2008, 33 (04)
[3]   The Skyline operator [J].
Börzsönyi, S ;
Kossmann, D ;
Stocker, K .
17TH INTERNATIONAL CONFERENCE ON DATA ENGINEERING, PROCEEDINGS, 2001, :421-430
[4]  
Calvanese D, 2017, SEMANT WEB, V8, P471, DOI 10.3233/SW-160217
[5]   GTFS-Madrid-Bench: A benchmark for virtual knowledge graph access in the transport domain [J].
Chaves-Fraga, David ;
Priyatna, Freddy ;
Cimmino, Andrea ;
Toledo, Jhon ;
Ruckhaus, Edna ;
Corcho, Oscar .
JOURNAL OF WEB SEMANTICS, 2020, 65
[6]   What Are the Parameters that Affect the Construction of a Knowledge Graph? [J].
Chaves-Fraga, David ;
Endris, Kemele M. ;
Iglesias, Enrique ;
Corcho, Oscar ;
Vidal, Maria-Esther .
ON THE MOVE TO MEANINGFUL INTERNET SYSTEMS: OTM 2019 CONFERENCES, 2019, 11877 :695-713
[7]   Semantics preserving SPARQL-to-SQL translation [J].
Chebotko, Artem ;
Lu, Shiyong ;
Fotouhi, Farshad .
DATA & KNOWLEDGE ENGINEERING, 2009, 68 (10) :973-1000
[8]   Skyline with presorting [J].
Chomicki, J ;
Godfrey, P ;
Gryz, J ;
Liang, DM .
19TH INTERNATIONAL CONFERENCE ON DATA ENGINEERING, PROCEEDINGS, 2003, :717-719
[9]  
Chomicki J, 2002, LECT NOTES COMPUT SC, V2287, P34
[10]  
Dimou A., 2014, CEUR Workshop Proceedings, V1184