This is a simple introduction of graph convolutional network. In this introduction, I summarized three papers following the outline of this post https://www.zhihu.com/question/54504471
- (IEEE-2012) [David i Shuman] The Emerging Field of Signal Processing on Graphs
- (NIPS-2016) [Michaël Defferrard] Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering
- (ICLR-2017) [Thomas N. Kipf] Semi-Supervised Classification with Graph Convolutional Networks
When writing this presentation, I made clear some of my confusions about graph convolutional network and I hope this post could be of some use to anyone who is new to this topic.
Please let me know if there are any mistakes in the post.