Abstract
Data warehouses and Online Analysis Processing (OLAP) have acknowledged and efficient solutions for helping in the decision-making process. Through OLAP operators, online analysis enables the decision-maker to navigate and view data represented in a multi-dimensional manner. But when the data or objects to be analyzed are complex, it is necessary to redefine and enhance the abilities of the OLAP. In this paper, we suggest combining OLAP and data mining in order to create a new visualization operator for complex data or objects. This operator uses the correspondence analysis method and we call it VOCoDa (Visualization Operator for Complex Data).
Chapter PDF
Similar content being viewed by others
References
Aouiche, K., Lemire, D., Godin, R.: Web 2.0 OLAP: From Data Cubes to Tag Clouds. In: Cordeiro, J., Hammoudi, S., Filipe, J. (eds.) WEBIST 2008. LNBIP, vol. 18, pp. 51–64. Springer, Heidelberg (2009)
Ben Messaoud, R., Boussaid, O., Loudcher-Rabaseda, S.: A Data Mining-Based OLAP Aggregation of Complex Data: Application on XML Documents. International Journal of Data Warehousing and Mining 2(4), 1–26 (2006)
BenMessaoud, R., Boussaid, O., Loudcher-Rabaseda, S.: A multiple correspondence analysis to organize data cubes. Databases and Information Systems IV - Frontiers in Artificial Intelligence and Applications 155(1), 133–146 (2007)
Benzecri, J.P.: Correspondence Analysis Handbook, hardcover edition. Marcel Dekker (1992)
Boukraa, D., Boussaid, O., Bentayeb, F., Loudcher, S.: OLAP Operators For A Complex Object-Based Multidimensional Model. International Journal of Data Mining and Business Intelligence (DMBI), 34–46 (2010)
Boukraâ, D., Ben Messaoud, R., Boussaid, O.: Modeling XML warehouses for complex data: the new issues. In: Open and Novel Issues in XML Database Applications: Future Directions and Advanced Technologies, pp. 287–307 (2009)
Chaudhuri, S., Dayal, U.: An overview of data warehousing and OLAP technology. SIGMOD Record 26(1), 65–74 (1997)
Codd, E.F., Codd, S.B., Salley, C.T.: Providing OLAP (On-line Analytical Processing) to User-Analysts: An IT Mandate. Hyperion Solutions Corporation (1993)
Deerwester, S., Dumais, S., Furnas, G.W., Landauer, T.K., Harshman, R.: Indexing by Latent Semantic Analysis. Journal of the Society for Information Science 41(6), 391–407 (1990)
Kimball, R.: The Data Warehouse Toolkit. John Wiley & Sons (1996)
Maniatis, A.S., Vassiliadis, P., Skiadopoulos, S., Vassiliou, Y.: Advanced visualization for OLAP. In: Proceedings of the 6th ACM International Workshop on Data Warehousing and OLAP (DOLAP 2003), pp. 9–16 (2003)
Mabit, L., Loudcher, S., Boussaid, O.: Analyse en ligne d’objets complexes avec l’analyse factorielle. In: \(10^{\textit{\'{e}me}}\) Conférence d’Extraction et Gestion des Connaissances (EGC 2010), pp. 381–386 (2010)
Greenacre, M.: Correspondence Analysis in Practice, 2nd edn. Chapman Hall, CRC (2007)
Morin, A.: Intensive use of correspondance analysis for information retrieval. In: Proceedings of the 26th International Conference on Information Technology Interface (ITI 2004), pp. 1–4 (2004)
Ordonez, C., Chen, Z.: Exploration and Visualization of OLAP Cubes with Statistical Tests. In: Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Workshop on Visual Analytics and Knowledge Discovery, pp. 46–55 (2009)
Sureau, F., Bouali, F., Venturini, G.: Optimisation heuristique et génétique de visualisations 2D et 3D dans OLAP: premiers résultats. In: 5émes Journées francophones sur les Entrepôts de Données et l’Analyse en ligne (EDA 2009), pp. 62–75 (2009)
Vinnik, S., Mansmann, F.: From Analysis to Interactive Exploration: Building Visual Hierarchies from OLAP Cubes. In: Ioannidis, Y., Scholl, M.H., Schmidt, J.W., Matthes, F., Hatzopoulos, M., Böhm, K., Kemper, A., Grust, T., Böhm, C. (eds.) EDBT 2006. LNCS, vol. 3896, pp. 496–514. Springer, Heidelberg (2006)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2012 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Loudcher, S., Boussaid, O. (2012). OLAP on Complex Data: Visualization Operator Based on Correspondence Analysis. In: Nurcan, S. (eds) IS Olympics: Information Systems in a Diverse World. CAiSE 2011. Lecture Notes in Business Information Processing, vol 107. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-29749-6_12
Download citation
DOI: https://doi.org/10.1007/978-3-642-29749-6_12
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-29748-9
Online ISBN: 978-3-642-29749-6
eBook Packages: Computer ScienceComputer Science (R0)