Skip to main content
SpringerLink
Log in

Authenticated Continuous Top-k Spatial Keyword Search on Dynamic Objects

  • Conference paper
  • First Online:
Security and Privacy in Social Networks and Big Data (SocialSec 2022)

Part of the book series: Communications in Computer and Information Science ((CCIS,volume 1663))

  • 413 Accesses

Abstract

GPS location and simple notification services are becoming more advanced. This advancement enhances spatial keyword search, including content locations and textual descriptions. Cloud users may read the news and watch social media and movies while going outside. Cloud Service Provider (CSP) can handle a wide range of spatial web objects gathered from various sources for saving local computation and storage resources. However, one major issue is that the malicious CSP may provide erroneous query results due to cost concerns, accidents or a hacker attack. The current authentication techniques for the continuous moving object are cumbersome and inadequate for our scenario. We need to check the search results on the user side and verify the query results’ correctness and soundness. This paper addresses authenticating those dynamic objects’ spatialkeyword searches, whose keywords and locations vary over time. This query benefits several location-aware services, including e-commerce, potential consumer tracking, self-driving stores, and cloud technologies. MIR-tree and MIR*-tree are two novel queries authenticating data structures with low computing and transmission costs. To aid in verifying query results, we provide a verification object and propose ways to generate it. Based on a detailed experimental analysis of real data, our suggested strategies outperform.

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

Access this chapter

Log in via an institution
Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 39.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 54.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  1. Chen, L., Cong, G., Cao, X., Tan, K.L.: Temporal spatial-keyword top-k publish/subscribe. In: 2015 IEEE 31st International Conference on Data Engineering, pp. 255–266. IEEE (2015)

    Google Scholar 

  2. Chen, L., Cong, G., Jensen, C.S., Wu, D.: Spatial keyword query processing: an experimental evaluation. Proc. VLDB Endow. 6(3), 217–228 (2013). https://doi.org/10.14778/2535569.2448955

    Article  Google Scholar 

  3. Cong, G., Jensen, C.S., Wu, D.: Efficient retrieval of the top-k most relevant spatial web objects. Proc. VLDB Endow. 2(1), 337–348 (2009)

    Article  Google Scholar 

  4. De Felipe, I., Hristidis, V., Rishe, N.: Keyword search on spatial databases. In: 2008 IEEE 24th International Conference on Data Engineering, pp. 656–665. IEEE (2008)

    Google Scholar 

  5. Devanbu, P., Gertz, M., Martel, C., Stubblebine, S.G.: Authentic data publication over the internet 1. J. Comput. Secur. 11(3), 291–314 (2003)

    Article  Google Scholar 

  6. Dong, Y., et al.: Continuous top-k spatial-keyword search on dynamic objects. VLDB J. 30(2), 141–161 (2021)

    Article  Google Scholar 

  7. Guo, L., Shao, J., Aung, H.H., Tan, K.L.: Efficient continuous top-k spatial keyword queries on road networks. GeoInformatica 19(1), 29–60 (2015)

    Article  Google Scholar 

  8. Huang, W., Li, G., Tan, K.L., Feng, J.: Efficient safe-region construction for moving top-k spatial keyword queries. In: Proceedings of the 21st ACM International Conference on Information and Knowledge Management, pp. 932–941 (2012)

    Google Scholar 

  9. Li, F., Hadjieleftheriou, M., Kollios, G., Reyzin, L.: Dynamic authenticated index structures for outsourced databases. In: Proceedings of the 2006 ACM SIGMOD International Conference on Management of Data, pp. 121–132 (2006)

    Google Scholar 

  10. Mahmood, A., Aref, W.G.: Query processing techniques for big spatial-keyword data. In: Proceedings of the 2017 ACM International Conference on Management of Data, pp. 1777–1782 (2017)

    Google Scholar 

  11. Merkle, R.C.: A certified digital signature. In: Brassard, G. (ed.) CRYPTO 1989. LNCS, vol. 435, pp. 218–238. Springer, New York (1990). https://doi.org/10.1007/0-387-34805-0_21

    Chapter  Google Scholar 

  12. Mouratidis, K., Bakiras, S., Papadias, D.: Continuous monitoring of top-k queries over sliding windows. In: Proceedings of the 2006 ACM SIGMOD International Conference on Management of Data, pp. 635–646 (2006)

    Google Scholar 

  13. Mouratidis, K., Papadias, D., Hadjieleftheriou, M.: Conceptual partitioning: an efficient method for continuous nearest neighbor monitoring. In: Proceedings of the 2005 ACM SIGMOD International Conference on Management of Data, pp. 634–645 (2005)

    Google Scholar 

  14. Okabe, A., Boots, B., Sugihara, K., Chiu, S.N.: Spatial Tessellations: Concepts and Applications of Voronoi Diagrams, vol. 501. Wiley, New York (2009)

    MATH  Google Scholar 

  15. Pang, H., Jain, A., Ramamritham, K., Tan, K.L.: Verifying completeness of relational query results in data publishing. In: Proceedings of the 2005 ACM SIGMOD International Conference on Management of Data, pp. 407–418 (2005)

    Google Scholar 

  16. Pang, H., Mouratidis, K.: Authenticating the query results of text search engines. Proc. VLDB Endow. 1(1), 126–137 (2008)

    Article  Google Scholar 

  17. Pang, H., Tan, K.L.: Authenticating query results in edge computing. In: Proceedings of the 20th International Conference on Data Engineering, pp. 560–571. IEEE (2004)

    Google Scholar 

  18. Rivest, R.L., Shamir, A., Adleman, L.: A method for obtaining digital signatures and public-key cryptosystems. Commun. ACM 21(2), 120–126 (1978)

    Article  MathSciNet  Google Scholar 

  19. Wei, J., Tian, G., Shen, J., Chen, X., Susilo, W.: Optimal verifiable data streaming protocol with data auditing. In: Bertino, E., Shulman, H., Waidner, M. (eds.) ESORICS 2021. LNCS, vol. 12973, pp. 296–312. Springer, Cham (2021). https://doi.org/10.1007/978-3-030-88428-4_15

    Chapter  Google Scholar 

  20. Wu, D., Choi, B., Xu, J., Jensen, C.S.: Authentication of moving top-k spatial keyword queries. IEEE Trans. Knowl. Data Eng. 27(4), 922–935 (2014)

    Article  Google Scholar 

  21. Wu, D., Cong, G., Jensen, C.S.: A framework for efficient spatial web object retrieval. VLDB J. 21(6), 797–822 (2012)

    Article  Google Scholar 

  22. Wu, D., Yiu, M.L., Cong, G., Jensen, C.S.: Joint top-k spatial keyword query processing. IEEE Trans. Knowl. Data Eng. 24(10), 1889–1903 (2011)

    Article  Google Scholar 

  23. Wu, D., Yiu, M.L., Jensen, C.S.: Moving spatial keyword queries: Formulation, methods, and analysis. ACM Trans. Database Syst. (TODS) 38(1), 1–47 (2013)

    Article  MathSciNet  Google Scholar 

  24. Xiong, X., Mokbel, M.F., Aref, W.G.: SEA-CNN: scalable processing of continuous k-nearest neighbor queries in spatio-temporal databases. In: 21st International Conference on Data Engineering (ICDE 2005), pp. 643–654. IEEE (2005)

    Google Scholar 

  25. Yang, Y., Papadopoulos, S., Papadias, D., Kollios, G.: Authenticated indexing for outsourced spatial databases. VLDB J. 18(3), 631–648 (2009)

    Article  Google Scholar 

  26. Yao, B., Li, F., Xiao, X.: Secure nearest neighbor revisited. In: 2013 IEEE 29th International Conference on Data Engineering (ICDE), pp. 733–744. IEEE (2013)

    Google Scholar 

  27. Yetneberk, Z.: A survey on spatial keyword search over encrypted data. In: Xiong, J., Wu, S., Peng, C., Tian, Y. (eds.) MobiMedia 2021. LNICST, vol. 394, pp. 413–431. Springer, Cham (2021). https://doi.org/10.1007/978-3-030-89814-4_30

    Chapter  Google Scholar 

  28. Yiu, M.L., Lin, Y., Mouratidis, K.: Efficient verification of shortest path search via authenticated hints. In: 2010 IEEE 26th International Conference on Data Engineering (ICDE 2010), pp. 237–248. IEEE (2010)

    Google Scholar 

  29. Yiu, M.L., Lo, E., Yung, D.: Authentication of moving kNN queries. In: 2011 IEEE 27th International Conference on Data Engineering, pp. 565–576. IEEE (2011)

    Google Scholar 

  30. Yu, X., Pu, K.Q., Koudas, N.: Monitoring k-nearest neighbor queries over moving objects. In: 21st International Conference on Data Engineering (ICDE 2005), pp. 631–642. IEEE (2005)

    Google Scholar 

  31. Yung, D., Lo, E., Yiu, M.L.: Authentication of moving range queries. In: Proceedings of the 21st ACM International Conference on Information and Knowledge Management, pp. 1372–1381 (2012)

    Google Scholar 

  32. Zheng, B., et al.: Keyword-aware continuous kNN query on road networks. In: 2016 IEEE 32nd International Conference on Data Engineering (ICDE), pp. 871–882. IEEE (2016)

    Google Scholar 

Download references

Author information

Authors and Affiliations

  1. Xidian University, Xi’an, China

    Yetneberk Zenebe Melesew, Jiayi Li & Yinbin Miao

Authors
  1. Yetneberk Zenebe Melesew
    View author publications

    You can also search for this author in PubMed Google Scholar

  2. Jiayi Li
    View author publications

    You can also search for this author in PubMed Google Scholar

  3. Yinbin Miao
    View author publications

    You can also search for this author in PubMed Google Scholar

Corresponding author

Correspondence to Yetneberk Zenebe Melesew .

Editor information

Editors and Affiliations

  1. Xidian University, Xi’an, China

    Xiaofeng Chen

  2. Fujian Normal University, Fuzhou, China

    Xinyi Huang

  3. Wrocław University of Science and Technology, Wrocław, Poland

    Mirosław Kutyłowski

Rights and permissions

Reprints and permissions

Copyright information

© 2022 The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd.

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Melesew, Y.Z., Li, J., Miao, Y. (2022). Authenticated Continuous Top-k Spatial Keyword Search on Dynamic Objects. In: Chen, X., Huang, X., Kutyłowski, M. (eds) Security and Privacy in Social Networks and Big Data. SocialSec 2022. Communications in Computer and Information Science, vol 1663. Springer, Singapore. https://doi.org/10.1007/978-981-19-7242-3_3

Download citation

  • DOI: https://doi.org/10.1007/978-981-19-7242-3_3

  • Published:

  • Publisher Name: Springer, Singapore

  • Print ISBN: 978-981-19-7241-6

  • Online ISBN: 978-981-19-7242-3

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics

Search

Navigation