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Incorporating fuzziness in spatiotemporal XML and transforming fuzzy spatiotemporal data from XML to relational databases

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Abstract

Since XML could benefit greatly from database support and more specifically from relational database systems, we study the methodology of modeling fuzzy spatiotemporal data in XML and transforming fuzzy spatiotemporal data from XML to relational databases as well. To accomplish this, we devise a fuzzy spatiotemporal data model in XML to capture the semantics of fuzzy spatiotemporal features. To allow for better and platform independent sharing of fuzzy spatiotemporal data stored in a relational format, we propose a temporal edge approach to transform fuzzy spatiotemporal XML data into relational databases. The unique feature of our approach is that no schema information is required for transformation of fuzzy spatiotemporal data. Moreover, temporal, spatial, and fuzzy features of fuzzy spatiotemporal data in XML documents are taken into consideration. Finally, the experimental results demonstrate the performance advantages of our approach. Such approach of transformation could provide a significant consolidation of the interoperability of fuzzy spatiotemporal data from XML to relational databases.

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References

  1. Arenas M, Libkin L (2005) An information-theoretic approach to normal forms for relational and XML data. J ACM 52(2):246–283

    Article  MathSciNet  Google Scholar 

  2. Atay M, Chebotko A, Liu D et al (2007) Efficient schema-based XML-to-relational data mapping. Inf Syst 32(3):458–476

    Article  Google Scholar 

  3. Bai L, Yan L, Ma Z M (2013) Determining topological relationship of fuzzy spatiotemporal data integrated with XML twig pattern. Appl Intell 39(1):75–100

    Article  Google Scholar 

  4. Bai L, Yan L, Ma Z M (2014) Querying fuzzy spatiotemporal data using XQuery. Integr Comput Aided Eng 21(2):147–162

    Google Scholar 

  5. Balmin A, Papakonstantinou Y (2005) Storing and querying XML data using denormalized relational databases. In: Proceedings of VLDB, pp 30-49

  6. Bray T, Paoli J, Sperberg-McQueen CM et al (2008) Extensible markup language (XML) 1.0, W3C Recommendation, available from http://www.w3.org/TR/REC-xml/

  7. Codd E F (1970) A relational model of data for large shared databases. Commun ACM 13(6):377–387

    Article  MATH  Google Scholar 

  8. Du F, Amer-Yahia S, Freire J (2004) ShreX: managing XML documents in relational databases. In: Proceedings of VLDB, pp 1297–1300

  9. Guesgen HW (2013) A fuzzy set approach to representing spatio-temporal and environmental context. In: Proceedings of AAAI, pp 13–16

  10. Krishnamurthy R, Chakaravarthy V, Kaushik R et al (2004) Recursive XML schemas, recursive XML queries, and relational storage: XML-to-SQL query translation. In: Proceedings of ICDE, pp 42–53

  11. Liu C, Vincent M W, Liu J (2006) Constraint preserving transformation from relational schema to XML schema. World Wide Web 9(1):93–100

    Article  MathSciNet  Google Scholar 

  12. Liu J, Ma Z M, Feng X (2013) Storing and querying fuzzy XML data in relational databases. Appl Intell 39(2):386–396

    Article  Google Scholar 

  13. Lo A, Alhajj R, Barker K (2006) VIREX: visual relational to XML conversion tool. J Vis Lang Comput 17(1):25–45

    Article  Google Scholar 

  14. Ma Z M, Yan L (2007) Fuzzy XML data modeling with the UML and relational data models. Data Knowl Eng 63(3):972–996

    Article  MathSciNet  Google Scholar 

  15. Malaika S (2013) Using XML in relational database applications. In: Proceedings of ICDE, pp 167–167

  16. Moro MM, Lim L, Chang YC (2007) Schema advisor for hybrid relational-XML DBMS. In: Proceedings of SIGMOD, pp 959–970

  17. NOAA Satellites and Information. http://www.nesdis.noaa.gov/

  18. Pal S, Cseri I, Seeliger O et al (2004) Indexing XML data stored in a relational database. In: Proceedings of VLDB, pp 1146–1157

  19. Ribaric S, Hrkac T (2012) A model of fuzzy spatio-temporal knowledge representation and reasoning based on high-level Petri nets. Inf Syst 37(3):238–256

    Article  Google Scholar 

  20. Saito TL, Morishita S (2008) Relational-style XML query. In: Proceedings of SIGMOD, pp 303–314

  21. Shanmugasundaram J, Kiernan J, Shekita E et al (2001) Querying XML views of relational data. In: Proceedings of VLDB, pp 261–270

  22. Shanmugasundaram J, Tufte K, He G et al (2008) Relational databases for querying XML documents: limitations and opportunities. In: Proceedings of VLDB, pp 302–314

  23. Sözer A, Yazici A, Oguztüzün H et al (2008) Modeling and querying fuzzy spatiotemporal databases. Inf Sci 178(19):3665–3682

    Article  Google Scholar 

  24. Tatarinov I, Viglas SD, Beyer K et al (2002) Storing and querying ordered XML using a relational database system. In: Proceedings of SIGMOD, pp 204–215

  25. Wu X, Zhang C, Zhang S (2005) Database classification for multi-database mining. Inf Syst 30(1):71–88

    Article  MATH  Google Scholar 

  26. Zadeh L A (1965) Fuzzy sets. Inf Control 8(3):338–353

    Article  MATH  MathSciNet  Google Scholar 

  27. Zadeh L A (1978) Fuzzy sets as a basis for a theory of possibility. Fuzzy Set Syst 1(1):3–28

    Article  MATH  MathSciNet  Google Scholar 

Download references

Acknowledgments

This work was supported by the National Natural Science Foundation of China (61402087, 61370075), the Natural Science Foundation of Hebei Province (F2015501049), the Fundamental Research Fund for the Central Universities (N130323006), the Scientific Research Fund of Hebei Education Department (QN2014339), the Doctoral Fund Project of Northeastern University at Qinhuangdao (XNB201428).

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Bai, L., Yan, L., Ma, Z.M. et al. Incorporating fuzziness in spatiotemporal XML and transforming fuzzy spatiotemporal data from XML to relational databases. Appl Intell 43, 707–721 (2015). https://doi.org/10.1007/s10489-015-0677-7

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