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OLAP Operators for Complex Object Data Cubes

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Book cover Advances in Databases and Information Systems (ADBIS 2010)

Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 6295))

Abstract

Nowadays, multidimensional models are recognized to best reflect the decision makers’ analytical view of data. The classical multidimensional models were meant to analyze conventional data (numerical and categorical). However, they fail to handle data complexity, which is expressed by the multiplicity of data sources, the heterogeneity of formats, the diversity of structures, etc. To this end, new multidimensional models have been proposed for OLAP purposes. Nevertheless, data complexity is partially covered in these models, which may cause a lack in decision making. In our previous work, we proposed to integrate data complexity within a complex object-based multidimensional model. In this paper, based on our proposed model, we provide adapted OLAP operators that take into account data complexity. Thus, we define operators to create complex data cubes, to visualize them and to analyze them.

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References

  1. Abelló, A., Samos, J., Saltor, F.: A framework for the classification and description of multidimensional data models. In: Mayr, H.C., Lazanský, J., Quirchmayr, G., Vogel, P. (eds.) DEXA 2001. LNCS, vol. 2113, pp. 668–677. Springer, Heidelberg (2001)

    Chapter  Google Scholar 

  2. Bimonte, S., Tchounikine, A., Miquel, M.: Towards a spatial multidimensional model. In: Song, I.-Y., Trujillo, J. (eds.) Proceedings of the ACM 8th International Workshop on Data Warehousing and OLAP (DOLAP 2005), Bremen, Germany, pp. 39–46. ACM, New York (2005)

    Chapter  Google Scholar 

  3. Boussaïd, O., Boukraâ, D.: Multidimensional Modeling of Complex Data. In: Encyclopedia of Data Warehousing and Mining, 2nd edn., pp. 1358–1364. IGI Publishing, Hershey (2009)

    Google Scholar 

  4. Boussaïd, O., Tanasescu, A., Bentayeb, F., Darmont, J.: Integration and dimensional modelling approaches for complex data warehousing. Journal of Global Optimization 37(4), 571–591 (2007)

    Article  MATH  MathSciNet  Google Scholar 

  5. Chaudhuri, S., Dayal, U.: An overview of data warehousing and olap technology. SIGMOD Record 26(1), 65–74 (1997)

    Article  Google Scholar 

  6. Cuzzocrea, A., Mansmann, S.: OLAP Visualization: Models, Issues, and Techniques. In: Encyclopedia of Data Warehousing and Mining, 2nd edn., pp. 1439–1446. IGI Publishing, Hershey (2009)

    Google Scholar 

  7. Damiani, M.L., Spaccapietra, S.: Spatial Data Warehouse Modelling. In: Processing and Managing Complex Data for Decision Support. Idea Group Publishing, USA (2006)

    Google Scholar 

  8. Golfarelli, M., Rizzi, S., Vrdoljak, B.: Data warehouse design from XML sources. In: Proceedings of teh 4th ACM International Workshop on Data Warehousing and OLAP (DOLAP 2001), Atlanta, Georgia, USA (2001)

    Google Scholar 

  9. Inokuchi, A., Takeda, K.: A method for online analytical processing of text data. In: Silva, M.J., Laender, A.H.F., Baeza-Yates, R.A., McGuinness, D.L., Olstad, B., Olsen, Ø.H., Falcão, A.O. (eds.) Proceedings of the 16th ACM Conference on Information and Knowledge Management (CIKM 2007), Lisbon, Portuga, pp. 455–464. ACM, New York (2007)

    Google Scholar 

  10. Jensen, M.R., Møller, T.H., Pedersen, T.B.: Specifying olap cubes on XML data. Journal of Intelligent Information Systems 17(2-3), 255–280 (2001)

    Article  MATH  Google Scholar 

  11. Lin, B., Hong, Y., Lee, Z.-H.: Data Warehouse Performance. In: Encyclopedia of Data Warehousing and Mining, 2nd edn., pp. 580–585. IGI Publishing, Hershey (2009)

    Google Scholar 

  12. Luján-Mora, S., Trujillo, J., Song, I.-Y.: Multidimensional modeling with UML package diagrams. In: Spaccapietra, S., March, S.T., Kambayashi, Y. (eds.) ER 2002. LNCS, vol. 2503, pp. 199–213. Springer, Heidelberg (2002)

    Chapter  Google Scholar 

  13. Nassis, V., Rajugan, R., Dillon, T.S., Rahayu, J.W.: Conceptual design of XML document warehouses. In: Kambayashi, Y., Mohania, M., Wöß, W. (eds.) DaWaK 2004. LNCS, vol. 3181, pp. 1–14. Springer, Heidelberg (2004)

    Chapter  Google Scholar 

  14. Pedersen, T.B., Gu, J., Shoshani, A., Jensen, C.S.: Object-extended olap querying. Data Knowledge Engineering 68(5), 453–480 (2009)

    Article  Google Scholar 

  15. Ravat, F., Teste, O., Tournier, R., Zurfluh, G.: Algebraic and graphic languages for olap manipulations. International Journal of Data Warehousing and Mining 4(1), 17–46 (2008)

    Google Scholar 

  16. Vaisman, A.A., Mendelzon, A.O.: A temporal query language for olap: Implementation and a case study. In: Ghelli, G., Grahne, G. (eds.) DBPL 2001. LNCS, vol. 2397, pp. 78–96. Springer, Heidelberg (2002)

    Chapter  Google Scholar 

  17. Wiwatwattana, N., Jagadish, H.V., Lakshmanan, L.V.S., Srivastava, D.: X\(^{\mbox{3}}\): A cube operator for XML olap. In: Proceedings of the 23rd International Conference on Data Engineering (ICDE 2007), Istanbul, Turkey, pp. 916–925. IEEE, Los Alamitos (2007)

    Google Scholar 

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Boukraâ, D., Boussaïd, O., Bentayeb, F. (2010). OLAP Operators for Complex Object Data Cubes. In: Catania, B., Ivanović, M., Thalheim, B. (eds) Advances in Databases and Information Systems. ADBIS 2010. Lecture Notes in Computer Science, vol 6295. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-15576-5_10

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  • DOI: https://doi.org/10.1007/978-3-642-15576-5_10

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-15575-8

  • Online ISBN: 978-3-642-15576-5

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