Data and Applications Security and Privacy XXIV: 24th Annual by Shiyuan Wang, Divyakant Agrawal, Amr El Abbadi (auth.), Sara

By Shiyuan Wang, Divyakant Agrawal, Amr El Abbadi (auth.), Sara Foresti, Sushil Jajodia (eds.)

This publication constitutes the lawsuits of the twenty fourth Annual IFIP WG 11.3 operating convention on info and functions protection, held in Rome Italy in June 2010. The 18 complete and eleven brief papers awarded during this quantity have been rigorously reviewed and chosen from sixty one submissions. the themes coated are question and knowledge privateness; info safeguard; entry keep watch over; facts confidentiality and question verification; coverage definition and enforcement; and belief and identification management.

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Sample text

G. Information Gain or Gini Index). Moreover, we assume that adversaries know the QI part of the training dataset. Therefore, the source of the constraints can be categorized into the following: the leaf nodes of the decision tree, the internal nodes which encode the attribute selection measure, and the QI part of the dataset. In the following subsections, we describe how to derive constraints from these three sources. We use the example depicted in Figure 1(a) and 1(b) to help us explain our ideas in this section.

On that, suppose that the following access policy issues arise for κφ on the confidentiality and use of its data that is held by ACo: I will allow my purchase history to be accessed but only by your suppliers that I have recorded as having a status of pr for “premium”. My purchase history can only be released to suppliers of yours that satisfy my principals that I categorize as pr, I will only allow access to my transaction data as it relates to the purchase of nuts and the number of nuts bought by me (as I am only interested in nut-related purchases and data users may want to know if I am a “major purchaser”).

Non-leaf) nodes are taken into consideration. Example 1. Figure 2(b) is a decision tree built from the dataset depicted in Figure 2(a) using ID3 [3] algorithm. Surprisingly, having the above assumptions, we can derive the sensitive value for each tuple with 100% confidence. From the leaf nodes L1 and L2 in Figure 2(b), we can derive that the sensitive values for q1 and q4 in Figure 2(a) are ≤ 50K and > 50K, respectively. For the leaf node L3 , we learn that the sensitive value of q2 and q3 are different.

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