SoK: Differential Privacy on Graph-Structured Data 西贝贝 Take your time 5 人赞同了该文章 关于图结构数据的差分隐私研究综述 摘要: 本文研究了差分隐私 (DP) 在图结构数据中的应用。我们讨论了适用于图及其相关统计数据发布和基于图数据的机器学习(包括图神经网络)的 DP 公式。在图结构数据中
网络释义 1. 图结构数据 ...蒋豪良 复旦大学 关键词:图结构数据 搜索 引言 图结构数据(Graph-structured Data), 是指表示为图的数据。www.docin.com|基于1 个网页 例句 释义: 全部,图结构数据 更多例句筛选 1. A data graph is a collection of tree-structured or graph-structured data objects. 数据图...
A central object in data analysis is a graph \\(G = (V,E)\\) defined by a set of vertices V and edges between those vertices E . The vertices can serve as a proxy for any data type (e.g., social network users, a company's products, and waypoints on a map), and the graph...
Recent years have witnessed a surge of interest in learning representations of graph-structured data, with applications from social networks to drug discovery. However, graph neural networks, the machine learning models for handling graph-structured data
这篇文章研究的内容是:通过改变图的拓扑结构,来影响分类器模型的预测结果,进而研究分类器模型到底学到了什么,并且有效提升模型的鲁棒性。 这篇文章首先提出了一种基于强化学习的攻击方法,该方法只需要分类器…
Deep convolutional networks on graph-structured data. arXiv:1506.05163 (2015). http://arxiv.org/abs/1506.05163. Levie, R., Monti, F., Bresson, X. & Bronstein, M. M. Cayleynets: graph convolutional neural networks with complex rational spectral filters. IEEE Trans. Signal Process. 67, 97...
Generate embeddings from large-scale graph-structured data. torchbiggraph.readthedocs.io/ Resources Readme License View license Code of conduct Code of conduct Security policy Security policy Activity Custom properties Stars 3.4kstars Watchers 88watching ...
Graph neural networks(GNNs) have emerged as a powerful tool for a variety ofmachine learningtasks on graph-structured data. These tasks range from node classification and link prediction to graph classification. They also cover a wide range of applications such as social network analysis, drug disc...
Deep convolutional networks on graph-structured data Adaptive graph convolutional neural networks(AAAI 2018) 可接受任意图结构和规模的图作为输入 Cayleynets: Graph convolutional neural networks with complex rational spectral filters 谱上的图卷积网络的缺陷: ...
Twitter’s API returns data in JSON format, with a relatively complex structure. Therefore, researchers show a preference towards NoSQL databases that natively support JSON structured data, like MongoDB, instead of performing complex conversions required for conventional relational databases. Before conduc...