Graph Embedding Study

Support

• Deepwalk
• Node2Vec

How to Run

1.Install Requirements

Create a virtual environment conda create -n python36 python==3.6.5, then pip install -r requirements.txt

2.Run

python main.py

3.Datasets

datasets	cora	dblp	BlogCatalog
V	2708	17725	10312
E	5429	105781	333983
Class	7	4	39

4.NodeClassify Task

	cora	dblp
Deepwalk（f1-micro）	0.8542	0.8327
Line（f1-micro）	0.6218	0.6262
Node2vec（f1-micro）	0.8561	0.8386

Visualization

Deepalk_Cora

Line_Cora

Node2Vec_Cora

Updating

• Line--The visualization of Embeddings study by Line is terrible,I'm fixing....

Reference

[1] Deepwalk Source code
[2] Line Source Code C++
[3] Node2Vec Source code