提议的 GCNN 是在 TensorFlow 中用 Python 实现的。 所有代码均在 GPL 许可下发布,并通过 GitHub (GitHub - XiongfengYan/gcnn: A graph convolutional neural network for classification of building patterns using spatial vector data) 分发。 本节描述了在大型建筑数据集上进行的一系列实验,以测试所提出方法的...
在后续的《Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering》提出的第二代...
图(Graph)是不规则数据/非欧几里得数据(例如 3D 点云、社交网络、引文网络、脑网络等)的一种自然而有效的表征。由于图的强大表现力,图数据的机器学习越来越受到重视,如近年来提出的图卷积神经网络(Graph Convolutional Neural Network, GCNN)。不过,现有的 GCNN 模型大多以监督或半监督的方式进行训练,这需要大量的...
[9] M. Defferrard, X. Bresson, and P. Vandergheynst. Convolutional neural networks on graphs with fast localized spectral filtering. In Advances in neural information processing systems, pages 3844–3852, 2016. [10] Y. Dong, N. V. Chawla, and A. Swami.metapath2vec: Scalable representatio...
卷积神经网络 (convolutional neural network, CNNs) 平移不变性【目标无论平移到哪,其标签不变】 局部连通性 合成性 递归神经网络 (recurrent neural network, RNNs) 自编码器 (autoencoders, AE) 深度学习取得成功的两点原因 强大的计算资源 大量可用的数据 从欧式空间【图片、文字、视频】中提取潜表示的有效...
[53] X. Yu et al., ResGNet-C: A graph convolutional neural network for detection of COVID-19 (2020) Neurocomputing. [54] P. Gainza et al., Deciphering interaction fingerprints from protein molecular surfaces using geometric deep learning (2020) Nature Methods 17(2):184–192. ...
machine-learning deep-neural-networks deep-learning graph-convolutional-networks gcn bayesian-neural-networks gcnn bayesian-deep-learning graph-neural-networks graph-neural-network graphneuralnetwork graph-deep-learning Updated Aug 13, 2020 Python Filippo...
图卷积网络(Graph Convolutional Network) https://blog.csdn.net/Dark_Scope/article/details/74279582#0-tsina-1-3919-397232819ff9a47a7b7e80a40613cfe1 - Ewenwan/Graph-neural-networks
Convolutional neural networks on graphs with fast localized spectral filtering,NIPS 2016-通过使用切比雪夫多项式近似消除了拉普拉斯矩阵分解带来的巨大的计算开销,定义了图卷积 Semi-supervised classification with graph convolutional networks,ICLR 2017-通过使用预先定义的传播矩阵S SS进行一阶切比雪夫近似,极大的降低了...
[NLU] DialogueGCN: A Graph Convolutional Neural Network for Emotion Recognition in Conversation,程序员大本营,技术文章内容聚合第一站。