Litcius/Paper detail

Synergy of Blockchain Technology and Data Mining Techniques for Anomaly Detection

Aida Kamišalić, Renata Kramberger, Iztok Fister

2021Applied Sciences37 citationsDOIOpen Access PDF

Abstract

Blockchain and Data Mining are not simply buzzwords, but rather concepts that are playing an important role in the modern Information Technology (IT) revolution. Blockchain has recently been popularized by the rise of cryptocurrencies, while data mining has already been present in IT for many decades. Data stored in a blockchain can also be considered to be big data, whereas data mining methods can be applied to extract knowledge hidden in the blockchain. In a nutshell, this paper presents the interplay of these two research areas. In this paper, we surveyed approaches for the data mining of blockchain data, yet show several real-world applications. Special attention was paid to anomaly detection and fraud detection, which were identified as the most prolific applications of applying data mining methods on blockchain data. The paper concludes with challenges for future investigations of this research area.

Topics & Concepts

BlockchainCryptocurrencyData scienceBig dataComputer scienceAnomaly detectionData miningComputer securityBlockchain Technology Applications and SecurityAnomaly Detection Techniques and ApplicationsNetwork Security and Intrusion Detection