https://github.com/aveek-saha/graph-conv-net
A TensorFlow 2 implementation of Graph Convolutional Networks (GCN)
Science Score: 23.0%
This score indicates how likely this project is to be science-related based on various indicators:
-
○CITATION.cff file
-
✓codemeta.json file
Found codemeta.json file -
○.zenodo.json file
-
○DOI references
-
✓Academic publication links
Links to: arxiv.org -
○Committers with academic emails
-
○Institutional organization owner
-
○JOSS paper metadata
-
○Scientific vocabulary similarity
Low similarity (4.9%) to scientific vocabulary
Keywords
Repository
A TensorFlow 2 implementation of Graph Convolutional Networks (GCN)
Basic Info
Statistics
- Stars: 2
- Watchers: 1
- Forks: 1
- Open Issues: 0
- Releases: 0
Topics
Metadata Files
README.md
Graph Convolutional Networks
A TensorFlow 2 implementation of Graph Convolutional Networks for classification of nodes from the paper, Thomas N. Kipf, Max Welling, Semi-Supervised Classification with Graph Convolutional Networks (ICLR 2017)
This is my attempt at trying to understand and recreate the neural network from from the paper. You can find the official implementation here: https://github.com/tkipf/gcn
Requirements
- tensorflow 2
- networkx
- numpy
- scikit-learn
Run
To train and test the network with the CORA dataset.
bash
python train.py
Cite
Please cite the original paper if you use this code in your own work:
@inproceedings{kipf2017semi,
title={Semi-Supervised Classification with Graph Convolutional Networks},
author={Kipf, Thomas N. and Welling, Max},
booktitle={International Conference on Learning Representations (ICLR)},
year={2017}
}
Owner
- Name: Aveek Saha
- Login: Aveek-Saha
- Kind: user
- Location: Boston, MA
- Company: @akamai
- Website: home.aveek.io
- Repositories: 66
- Profile: https://github.com/Aveek-Saha
Cloud Computing, Machine Learning and Full Stack. SDE co-op @akamai. MSCS student @northeastern. Previously at @HewlettPackard, @altimetrik & @ IIT Kgp.
GitHub Events
Total
- Fork event: 1
Last Year
- Fork event: 1
Issues and Pull Requests
Last synced: 8 months ago
All Time
- Total issues: 0
- Total pull requests: 0
- Average time to close issues: N/A
- Average time to close pull requests: N/A
- Total issue authors: 0
- Total pull request authors: 0
- Average comments per issue: 0
- Average comments per pull request: 0
- Merged pull requests: 0
- Bot issues: 0
- Bot pull requests: 0
Past Year
- Issues: 0
- Pull requests: 0
- Average time to close issues: N/A
- Average time to close pull requests: N/A
- Issue authors: 0
- Pull request authors: 0
- Average comments per issue: 0
- Average comments per pull request: 0
- Merged pull requests: 0
- Bot issues: 0
- Bot pull requests: 0