dmlc--dgl
VoVAllen
a00636a02b
* several nn example * appnp * fix lint * lint * add dgi * fix * fix * fix * fff * docs * 111 * fix * change init * change result * tiaocan+1 * fix * fix lint * fix * fix
958 B
958 B
Relational-GCN
- Paper: https://arxiv.org/abs/1703.06103
- Author's code for entity classification: https://github.com/tkipf/relational-gcn
- Author's code for link prediction: https://github.com/MichSchli/RelationPrediction
Dependencies
- Tensorflow 2.1+
- requests
- rdflib
- pandas
pip install requests torch rdflib pandas
Example code was tested with rdflib 4.2.2 and pandas 0.23.4
Entity Classification
AIFB: accuracy 97.22% (DGL), 95.83% (paper)
python3 entity_classify.py -d aifb --testing --gpu 0
MUTAG: accuracy 75% (DGL), 73.23% (paper)
python3 entity_classify.py -d mutag --l2norm 5e-4 --n-bases 30 --testing --gpu 0
BGS: accuracy 79.3% (DGL n-base=25), 83.10% (paper n-base=40)
python3 entity_classify.py -d bgs --l2norm 5e-4 --n-bases 25 --testing --gpu 0 --relabel