Ethereum Transaction Data Generator (ETDG) and Ethereum Transaction Fraud Detection (ETFD) Datasets

Overview

This repository contains the Ethereum Transaction Data Generator (ETDG) and the Ethereum Transaction Fraud Detection (ETFD) datasets.

ETDG Dataset

ETDG is a tool for generating high‑quality transaction datasets suitable for classification tasks. It employs graph traversal, genetic algorithms, and a novel fitness function for effective feature extraction. This approach mitigates complexities in Ethereum transaction data related to cardinality, data encoding, and data staleness.

ETFD Dataset

ETFD is a comprehensive, high‑quality dataset aimed at promoting research and development of fraud transaction detection on the Ethereum blockchain. The dataset was generated using ETDG and resolves typical issues found in public Ethereum fraud detection datasets—single‑cardinality, high‑cardinality, missing values, and data encoding problems—thus reducing the risk of model over‑fitting and enhancing model performance.