May 12, 2018 · In this paper, we investigate the problem of publishing the node strength histogram of a weighted graph under edge differential privacy.
In this paper, we investigate the problem of publishing the node strength histogram of a private graph under edge-DP. We propose two clustering approaches based ...
In this paper, we investigate the problem of publishing the node strength histogram of a private graph under edge-DP. We propose two clustering approaches based ...
Publishing Graph Node Strength Histogram with Edge Differential ...
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... node strength. In this paper, we investigate the problem of publishing the node strength histogram of a weighted graph under edge differential privacy.
Node strength combines the topological information with the weight distribution of the weighted graph in a natural way. Since an edge in graph data oftentimes ...
The node differential privacy (node-DP) can be used to protect the private information of nodes and edges in the graph. In this paper, we propose an ...
In this paper, we propose an algorithm of publishing node strength histogram under node-DP, which could improve the accuracy of publishing the node strength ...
Nov 23, 2020 · This paper studies the release of node strength distribution under node-differential privacy by reducing sensitivity.
Publishing Graph Node Strength Histogram with Edge Differential Privacy ... Authors: Qing Qian; Zhixu Li; Pengpeng Zhao; Wei Chen; Hongzhi Yin; Lei Zhao. List of ...
Two approaches based on aggregation and cumulative histogram to publish the degree distribution of a graph under node-DP are proposed, which greatly reduce ...