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CobWeb Multidimensional Model: Visualizing OLAP Query Results Using Tag-Cloud Operators

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Intelligent Systems Design and Applications (ISDA 2016)

Part of the book series: Advances in Intelligent Systems and Computing ((AISC,volume 557))

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Abstract

OLAP (On-Line Analytical Processing) systems provide decision makers with multidimensional analyses of large databases by generating an aggregated vision of data. Nowadays, these systems face growing non-numeric data. In this context, we propose in this paper a new generic multidimensional model called CobWeb dedicated to the OLAP of XML documents; it is based on the concept of facet. The CobWeb model aims to ease the expression of queries; also it offers an appropriate vision of the document warehouse. In this context and for manipulation purposes, we propose new visualization operators for OLAP query results by using the concept of Tag clouds as a means to help decision-makers to see the content in an efficient manner and then to focus on the knowledge in results.

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References

  1. Azabou, M., Khrouf, K., Feki, J., Vallès, N., Soulé-Dupuy, C.: Diamond multidimensional model and aggregation operators for document OLAP. In: IEEE Ninth International Conference on Research Challenges in Information Science 2015, Athens, Greece, pp. 363–373 (2015)

    Google Scholar 

  2. Feki, J., Ben Messaoud, I., Zurfluh, G.: Building an XML document warehouse. J. Decis. Syst. 22(2), 122–148 (2013). Taylor & Francis

    Article  Google Scholar 

  3. Hachaichi, Y., Feki, J.: An automatic method for the design of multidimensional schemas from object oriented databases. Int. J. Inf. Technol. Decis. Making 12(2), 1223–1259 (2013)

    Article  Google Scholar 

  4. Khrouf, O., Khrouf, K., Altalhi, A., Feki, J.: CobWeb multidimensional model: filtering documents using semantic structures and OLAP. In: ICIW 2015: The Tenth International Conference on Internet and Web Applications and Services, IARIA (2015). ISBN: 978-1-61208-412-1

    Google Scholar 

  5. Kumar, S., Morstatter, F., Marshall, G., Liu, H., Nambiar, U. Navigating information facets on Twitter (NIF-T). In: Proceedings of the 18th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Beijing, China, pp. 1548–1551 (2012)

    Google Scholar 

  6. Lin, C.X., Ding, B., Han, J., Zhu, F., Zhao, B.: Text cube: computing in measures for multidimensional text database analysis. In: Eighth IEEE International Conference on Data Mining, vol. 54, pp. 905–910 (2008)

    Google Scholar 

  7. Oukid, L., Asfari, O., Bentayeb, F., Benblidia, N., Boussaid, O.: CXT-cube: contextual text cube model and aggregation operator for text OLAP

    Google Scholar 

  8. Ravat, F., Teste, O., Tournier, R., Zurfluh, G.: Designing and implementing OLAP systems from XML documents. In: Kozielski, S., Wrembel, R. (eds.) New Trends in Data Warehousing and Data Analysis. AIS, vol. 3, pp. 1–21. Springer, Heidelberg (2008)

    Google Scholar 

  9. Ravat, F., Teste, O., Tournier, R., Zurfluh, G.: Finding an application-appropriate model for XML data warehouses. Inf. Syst. 36(6), 662–687 (2010)

    Article  Google Scholar 

  10. Park, B.-K., Han, H., Song, I.-Y.: XML-OLAP: a multidimensional analysis framework for XML warehouses. In: Tjoa, A.M., Trujillo, J. (eds.) DaWaK 2005. LNCS, vol. 3589, pp. 32–42. Springer, Heidelberg (2005). doi:10.1007/11546849_4

    Chapter  Google Scholar 

  11. Zhang, D., Zhai, C., Han J.: Topic cube: topic modeling for olap on multidimensional text databases. In: SDM 2009: Proceedings of the 2009 SIAM International Conference on Data Mining, Sparks, NV, USA, pp. 1124–1135 (2009)

    Google Scholar 

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Correspondence to Omar Khrouf .

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Khrouf, O., Khrouf, K., Feki, J. (2017). CobWeb Multidimensional Model: Visualizing OLAP Query Results Using Tag-Cloud Operators. In: Madureira, A., Abraham, A., Gamboa, D., Novais, P. (eds) Intelligent Systems Design and Applications. ISDA 2016. Advances in Intelligent Systems and Computing, vol 557. Springer, Cham. https://doi.org/10.1007/978-3-319-53480-0_98

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  • DOI: https://doi.org/10.1007/978-3-319-53480-0_98

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  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-53479-4

  • Online ISBN: 978-3-319-53480-0

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