WebJun 21, 2024 · K. Liu and E. Terzi, Towards identity anonymization on graphs, in Proc. 2008 ACM SIGMOD International Conference on Management of Data, Vancouver, Canada, 2008, pp. 93–106. DOI Google Scholar [10] WebUpload an image to customize your repository’s social media preview. Images should be at least 640×320px (1280×640px for best display).

Graph Data Anonymization, De-Anonymization Attacks, and De ...

WebOct 29, 2014 · A simple and efficient algorithm for randomization on graphs that considers the edge’s relevance, preserving the most important edges of the graph, in order to improve the data utility and reduce the information loss on anonymous data. The problem of anonymization on graphs and the utility of the released data are considered in this paper. … WebSocial graphs derived from online social interactions contain a wealth of information that is nowadays extensively used by both industry and academia. However, due to the sensitivity of information contained in such social graphs, they need to be properly anonymized before release. Most of the graph anonymization techniques that have been proposed to sanitize … fecl3 + h20

Towards Plausible Graph Anonymization - CORE

WebFeb 23, 2024 · To mitigate this vulnerability, we propose a method to generate fake yet plausible edges given the graph structure and incorporate it into the existing … WebLessons from network science and the difficulty of graph anonymization. A data scientist's take on the difficultly of striking a balance between privacy and utility in ... Mathias … Webgraph anonymization mechanisms to generate plausible edges that preserve initial privacy criteria and provide as much - or even more - utility than the original anonymization schemes. Edge plausibility. In order to evaluate whether a given edge in an anonymized graph is plausible, we measure the structural proximity between the two users it ... deck virtual world