めも
paper
- Bruna et al.,ICLR2014
[1312.6203] Spectral Networks and Locally Connected Networks on Graphs - Henaff et al.,2015
[1506.05163] Deep Convolutional Networks on Graph-Structured Data - Duvenaud et al.,NIPS 2015
Convolutional Networks on Graphs for Learning Molecular Fingerprints - Li et al.,ICLR2016
[1511.05493] Gated Graph Sequence Neural Networks - Defferrard et al., NIPS 2016
[1606.09375] Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering - Kipf & Welling, ICLR 2017
[1609.02907] Semi-Supervised Classification with Graph Convolutional Networks
site
- Graph Convolutional Networks | Thomas Kipf | PhD Student @ Univ. of Amsterdam
- How powerful are Graph Convolutions? (review of Kipf & Welling, 2016)
- 機は熟した!グラフ構造に対するDeep Learning、Graph Convolutionのご紹介 - ABEJA Tech Blog
を参考.
他
- グラフ信号処理のすヽめ
- グラフ信号処理: 複雑・大規模なデータの周波数解析
- Ustream.tv: ユーザー preferred: スペクトルグラフ理論入門 #1, Recorded on 13/09/05 . コンピュータ
- スペクトラルグラフ理論入門
- Fourier Analysis on Graphs
- [1211.0053] The Emerging Field of Signal Processing on Graphs: Extending High-Dimensional Data Analysis to Networks and Other Irregular Domains