Abstract
National Statistical Offices collect data from respondents and then publishes them. To avoid disclosure, data is protected before the release. One of the existing masking methods is microaggregation. This method is based on obtaining a set of clusters (clustering stage) and then aggregating the values of the elements in the cluster (aggregation stage). In this work we propose the use of fuzzy c-means in the clustering stage.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Domingo-Ferrer, J., Torra, V., (2001), A Quantitative Comparison of Disclosure Control Methods for Microdata, 111–133, in Confidentiality, Disclosure, and Data Access: Theory and Practical Applications for Statistical Agencies, P. Doyle, J. I. Lane, J. J. M. Theeuwes, L. M. Zayatz (Eds.), Elsevier.
Domingo-Ferrer, J., Torra, V., (2001), Disclosure Control Methods and Information Loss for Microdata, 91–110, in Confidentiality, Disclosure, and Data Access: Theory and Practical Applications for Statistical Agencies, P. Doyle, J. I. Lane, J. J. M. Theeuwes, L. M. Zayatz (Eds.), Elsevier.
Domingo-Ferrer, J., Torra, V., (2002), Aggregation techniques for statistical confidentiality, in “Aggregation operators: New trends and applications”, (Ed.), R. Mesiar, T. Calvo, G. Mayor, Physica-Verlag, Springer.
Felso, F., Theeuwes, J., Wagner, G. G., (2001), Disclosure Limitation Methods in Use: Results of a Survey, 17–42, in Confidentiality, Disclosure, and Data Access: Theory and Practical Applications for Statistical Agencies, P. Doyle, J. I. Lane, J. J. M. Theeuwes, L. M. Zayatz (Eds.), Elsevier.
Klir, G., Yuan, B., (1995), Fuzzy Sets and Fuzzy Logic: Theory and Applications, Prentice-Hall, U.K.
Kolen, J. F., Hutcheson, T., (2002), Reducing the time complecity of the Fuzzy C-Means Algorithm, IEEE Trans. on Fuzzy Systems, April, 263–267.
Miyamoto, S., Umayahara, K., (2000), Methods in Hard and Fuzzy Clustering, pp 85–129 in Z.-Q. Liu, S. Miyamoto (Eds.), Soft Computing and Human-Centered Machines, Springer-Tokyo.
Willenborg, L., De Waal, T., (1996), Statistical Disclosure Control in Practice, Springer LNS 111.
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2002 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Domingo-Ferrer, J., Torra, V. (2002). Towards Fuzzy c-means Based Microaggregation. In: Grzegorzewski, P., Hryniewicz, O., Gil, M.Á. (eds) Soft Methods in Probability, Statistics and Data Analysis. Advances in Intelligent and Soft Computing, vol 16. Physica, Heidelberg. https://doi.org/10.1007/978-3-7908-1773-7_29
Download citation
DOI: https://doi.org/10.1007/978-3-7908-1773-7_29
Publisher Name: Physica, Heidelberg
Print ISBN: 978-3-7908-1526-9
Online ISBN: 978-3-7908-1773-7
eBook Packages: Springer Book Archive