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Graph Convolutional Network

Framework : Tensorflow 2.4, Spektral

Installation

$ pip install requirements.txt

Total Result

Result Detail

Raw Graph Raw Data

DNN Model DNN Train Graph

GCN GCN Train Graph

Inception GCN Model Inception GCN Train Graph

Residual GCN Model Residual GCN Train Graph

GatedSkipConnection GCN Model GatedSkipConnection GCN Train Graph

Attention GCN Model Attention GCN Train Graph

Residual Inception GCN Model Residual Inception GCN Train Graph

Residual Attention GCN Model Residual Attention GCN Train Graph

GatedSkipConnection Inception GCN Model GatedSkipConnection Inception GCN Train Graph

GatedSkipConnection Attention GCN Model GatedSkipConnection Attention GCN Train Graph

Reference

  1. GRAPH CONVOLUTIONAL NETWORKS
  2. How powerful are Graph Convolutions?
  3. Getting the Intuition of Graph Neural Networks
  4. Understanding Graph Convolutional Networks for Node Classification
  5. Training Graph Convolutional Networks on Node Classification Task
  6. Euclidean Space
  7. Into the Wild: Machine Learning In Non-Euclidean Spaces
  8. Spatial vs Spectral 1
  9. Beyond Graph Convolution Networks, Spatial vs Spectral 2
  10. Degree of the Vertex and Graph
  11. GCN-TF2.0
  12. Spatial Graph Convolutional Networks
  13. GNN 소개 기초부터 논문까지
  14. 그래프 합성곱 신경망
  15. Semi-Supervised Classification with Graph Convolutional Networks
  16. Interpretation of Symmetric Normalised Graph Adjacency Matrix?
  17. Precision(정밀도), Recall(재현율) and Accuracy(정확도)
  18. Deeply learning molecular structure-property relation- ships using attention- and gate-augmented graph con- volutional network
  19. GRAPH ATTENTION NETWORKS
  20. Spectral GCN 은… 사드세요

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