[go: up one dir, main page]
More Web Proxy on the site http://driver.im/ Skip to main content
Springer Nature Link
Log in

FSPTwigFast: Holistic twig query on fuzzy spatiotemporal XML data

  • Published:
Applied Intelligence Aims and scope Submit manuscript

Abstract

With spatiotemporal applications increasing, a large amount of spatiotemporal data emerges. Because temporal and spatial attributes are often vague, research on fuzzy spatiotemporal data, especially querying fuzzy spatiotemporal data, has attracted a lot of attention. However, although fuzzy logic is incorporated in querying fuzzy spatiotemporal data and querying fuzzy data in XML, relatively little work has been carried out in querying fuzzy spatiotemporal data in XML. In this paper, we propose an algorithm, called FSPTwigFast, to match fuzzy spatiotemporal XML twig pattern. We represent fuzzy spatiotemporal data by adding temporal and spatial attributes associating with fuzziness in crisp data. We extend Dewey code to mark fuzzy spatiotemporal data for special process and determine structure relationship of fuzzy spatiotemporal nodes in XML documents. Our technique uses streams to store leaf nodes in XML document corresponding to leaf query nodes, which are filtered to delete unmatched nodes. After filtering, output lists are built for every matched leaf node. Finally, the experimental results demonstrate the performance advantages of our approach.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Log in via an institution

Subscribe and save

Springer+ Basic
£29.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or eBook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Price includes VAT (United Kingdom)

Instant access to the full article PDF.

Institutional subscriptions

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7
Fig. 8
Fig. 9
Fig. 10
Fig. 11
Fig. 12
Fig. 13

Similar content being viewed by others

Explore related subjects

Discover the latest articles, news and stories from top researchers in related subjects.

References

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

    Article  Google Scholar 

  2. Bai LY, Yan L, Ma ZM (2014) Querying fuzzy spatiotemporal data using XQuery. Integrated Computer-Aided Engineering 21(2):147–162

    Google Scholar 

  3. Bennett B, Cohn AG, Wolter F, et al. (2002) Multi-dimensional modal logic as a framework for spatio-temporal reasoning. Appl Intell 17(3):239–251

    Article  MATH  Google Scholar 

  4. Bruno N, Koudas N, Srivastava D (2002) Holistic Twig joins: optimal XML pattern matching. In: Proceedings of the 28th ACM SIGMOD international conference on management of data, pp 310–321

  5. Buckles BP, Petry FE (1982) A fuzzy representation of data for relational databases. Fuzzy Sets Syst 7 (3):213–226

    Article  MATH  Google Scholar 

  6. Chang YS, Park HD (2006) XML Web Service-based development model for Internet GIS applications. Int J Geogr Inf Sci 20(4):371–399

    Article  Google Scholar 

  7. Chen Y, Revesz P (2003) Querying spatiotemporal XML using DataFox. In: Proceedings of the 2nd ACM international conference on web intelligence, pp 301–309

  8. Claramunt C, Thériault M (1995) Managing time in GIS an event-oriented approach. In: Proceedings of the international workshop on temporal databases: recent advances in temporal databases, pp 23–42

  9. Córcoles JE, González P (2004) Using RDF to query spatial XML. In: Proceedings of the internal conference on web engineering, pp 316–329

  10. Emrich T, Kriegel HP, Mamoulis N, et al. (2012) Indexing uncertain spatio-temporal data. In: Proceedings of the 21st CIKM, pp 395–404

  11. Ferreira N, Poco J, Vo HT, et al. (2013) Visual exploration of big spatio-temporal urban data: A study of New York City taxi trips. IEEE Trans Vis Comput Graph 19(12):2149–2158

    Article  Google Scholar 

  12. Gaurav A, Alhajj R (2006) Incorporating fuzziness in XML and mapping fuzzy relational data into fuzzy XML. In: Proceedings of the 2006 ACM symposium on applied computing, pp 456–460

  13. Hu L, Ku WS, Bakiras S, et al. (2013) Spatial query integrity with voronoi neighbors. IEEE Trans Knowl Data Eng 25(4):863– 876

    Article  Google Scholar 

  14. Hurricane forecast of Atlantic (2014) https://www.wunderground.com/?MR=1

  15. Liu J, Ma ZM, Qv Q (2014) Dynamically querying possibilistic XML data. Inf Sci 261(4):70–88

    MathSciNet  MATH  Google Scholar 

  16. Liu J, Ma ZM, Yan L (2011) Matching twigs in fuzzy XML. Inf Sci 181(1):184–200

    Article  MathSciNet  MATH  Google Scholar 

  17. Lu J, Ling TW, Chan CY, et al. (2005) From region encoding to extended dewey: on efficient processing of XML twig pattern matching. In: Proceedings of the 31st VLDB, pp 193–204

  18. Lu J, Chen T, Ling TW (2004) Efficient processing of XML twig patterns with parent child edges: a look-ahead approach Proceedings of the 13th CIKM, pp 533–542

    Google Scholar 

  19. Nørvåg K (2002) Temporal query operators in XML databases. In: Proceedings of the 2002 ACM symposium on applied computing, pp 402–406

  20. Obeid N (2005) A formalism for representing and reasoning with temporal information, event and change. Appl Intell 23(2):109–119

    Article  MathSciNet  Google Scholar 

  21. Open GIS Consortium Inc. (OGC) (2001) Geography Markup Language (GML). http://www.opengis.net/gml/01-029/GML2.html

  22. Pfoser D, Tryfona N (1998) Requirements, definitions, and notations for spatiotemporal application environments. In: Proceedings of the 6th ACM international symposium on advances in geographic information systems, pp 124–130

  23. Pelekis N, Theodoulidis B, Kopanakis I, et al (2004) Literature review of spatio-temporal database models. Knowl Eng Rev 19(3):235–274

    Article  Google Scholar 

  24. Rizzolo F, Vaisman AA (2008) Temporal XML: modeling, indexing, and query processing. Very Large Data Bases 17(5):1179–1212

    Article  Google Scholar 

  25. Senellart P, Abiteboul S (2007) On The complexity of managing probabilistic XML data. In: Proceedings of the 26th ACM SIGMOD-SIGACT-SIGART symposium on principles of database systems, pp 283–292

  26. Sözer A, Yazici A, Oğuztüzün H (2015) Indexing fuzzy spatiotemporal data for efficient querying: a meteorological application. IEEE Trans Fuzzy Syst 23(5):1399–1413

    Article  Google Scholar 

  27. Sözer A, Yazici A, Oğuztüzün H (2008) Modeling and querying fuzzy spatiotemporal databases. Inf Sci 178(19):3665–3682

    Article  Google Scholar 

  28. Tatarinov I, Viglas S, Beyer KS, et al. (2002) Storing and querying ordered XML using a relational database system. In: Proceedings of the 2002 ACM SIGMOD international conference on management of data, pp 204–215

  29. Zadeh LA (1978) Fuzzy sets as a basis for a theory of possibility. Fuzzy Sets Syst 1(1):3–28

    Article  MathSciNet  MATH  Google Scholar 

Download references

Acknowledgements

The work was supported by the National Natural Science Foundation of China (61402087), the Natural Science Foundation of Hebei Province (F2015501049), the Scientific Research Fund of Hebei Education Department (QN2014339), and the Technology Support Project of NEU (XNK2015003).

Author information

Authors and Affiliations

  1. College of Information Science and Engineering, Northeastern University, Shenyang, 110819, China

    Luyi Bai, Yin Li & Jiemin Liu

  2. Qinhuangdao branch campus, Northeastern University, Qinhuangdao, 066004, China

    Luyi Bai & Jiemin Liu

Authors
  1. Luyi Bai
    View author publications

    You can also search for this author in PubMed Google Scholar

  2. Yin Li
    View author publications

    You can also search for this author in PubMed Google Scholar

  3. Jiemin Liu
    View author publications

    You can also search for this author in PubMed Google Scholar

Corresponding author

Correspondence to Jiemin Liu.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Bai, L., Li, Y. & Liu, J. FSPTwigFast: Holistic twig query on fuzzy spatiotemporal XML data. Appl Intell 47, 1224–1239 (2017). https://doi.org/10.1007/s10489-017-0949-5

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10489-017-0949-5

Keywords