DSDNE(Directed Structural Deep Network Encoder)

A variation of SDNE that allows the model to learn from illicit nodes in Bitcoin trading graph..

Installation

• Tested with Python 3.7 and Torch 1.11.0+cu113
• Clone the repository

https://github.com/Tsunami-Song/DSDNE.git
cd DSDNE

• Set up the environment (Anaconda):

conda create -n LabelGCN python=3.7
conda activate DSDNE
pip install -r requirements.txt

Datasets

The Elliptic dataset is available at https://www.kaggle.com/ellipticco/elliptic-data-set. This project expects the Elliptic dataset to be located under a directory named elliptic_bitcoin_dataset.

NOTE: All runs involving the Elliptic dataset are computationally demanding. Producing Tables 2 and 3 of the paper required running on a server for several hours.