By Pablo Garcia Bringas, Abdelkader Hameurlain, Gerald Quirchmayr
This ebook constitutes the refereed court cases of the 21 foreign convention on Database and professional platforms functions, DEXA 2010, held in Bilbao, Spain, August 30 - September three, 2010. The forty five revised complete papers and 36 brief papers have been rigorously reviewed and chosen from 197 submissions. The papers are equipped in topical sections on facts Mining structures, Parallelism and question making plans, facts Warehousing and selection aid platforms, Temporal, Spatial and excessive Dimensional Databases, information Mining Algorithms, details Retrieval, question Processing and Optimization.
Read or Download Database and Expert Systems Applications: 21st International Conference, DEXA 2010, Bilbao, Spain, August 30 - September 3, 2010, Proceedings, Part II ... Applications, incl. Internet Web, and HCI) PDF
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Additional info for Database and Expert Systems Applications: 21st International Conference, DEXA 2010, Bilbao, Spain, August 30 - September 3, 2010, Proceedings, Part II ... Applications, incl. Internet Web, and HCI)
Garc´ıa Bringas et al. ): DEXA 2010, Part II, LNCS 6262, pp. 17–31, 2010. -S. Moon et al. (distorted) time-series data source (distorted) time-series 3rd parties (data miner, analyst) data source Fig. 1. A data ﬂow model of independent data sources and third parties actively studied [8,10,11]. Fig. 1 shows the data ﬂow model that we assume. We use the centralized model [12,13] where multiple independent data sources provide their time-series to third parties. In this model, however, data sources do not trust third parties, so they do not wish to provide their original time-series, but they could still provide appropriately distorted time-series to get meaningful mining results.
We thus Publishing Time-Series Data under Preservation 19 propose another solution that uses the recent wavelet-based perturbation  which is secure against the wavelet ﬁltering attack. These two solutions, however, are in a tradeoﬀ relationship with respect to uncertainty and distance orders. We thus propose two more advanced solutions that take advantages of both naive solutions. Our advanced solutions can be seen as an engineering approach that preserves uncertainty and distance orders as much as possible through the recent wavelet-based perturbation and the noise averaging eﬀect of PAA.
Edu Abstract. In this paper we address the problem of preserving mining accuracy as well as privacy in publishing sensitive time-series data. For example, people with heart disease do not want to disclose their electrocardiogram time-series, but they still allow mining of some accurate patterns from their time-series. Based on this observation, we introduce the related assumptions and requirements. We show that only randomization methods satisfy all assumptions, but even those methods do not satisfy the requirements.
Database and Expert Systems Applications: 21st International Conference, DEXA 2010, Bilbao, Spain, August 30 - September 3, 2010, Proceedings, Part II ... Applications, incl. Internet Web, and HCI) by Pablo Garcia Bringas, Abdelkader Hameurlain, Gerald Quirchmayr