Cryptocurrencies and Artificial Intelligence: Challenges and Opportunities

作者: Farida Sabry , Wadha Labda , Aiman Erbad , Qutaibah Malluhi

DOI: 10.1109/ACCESS.2020.3025211

关键词:

摘要: Decentralized cryptocurrencies have gained a lot of attention over the last decade. Bitcoin was introduced as first cryptocurrency to allow direct online payments without relying on centralized financial entities. The use has vastly grown asset rather than just tool for payments. A been created since 2011 with dominating cryptocurrencies’ market. With plenty being used assets and millions trades executed through different exchange services, are susceptible trading problems challenges similar those traditionally encountered in domain. Price trend prediction, volatility portfolio construction fraud detection some examples related trading. In addition, there other that specific domain such mining, cybersecurity, anonymity privacy. this paper, we survey application artificial intelligence techniques address these their vast amount daily transactions, news beyond human capabilities analyze learn from. This paper discusses recent research work done emerging area compares them terms datasets. It also highlights possible gaps potential areas improvement.

参考文章(71)
Ittay Eyal, The Miner's Dilemma ieee symposium on security and privacy. pp. 89- 103 ,(2015) , 10.1109/SP.2015.13
Sarah Meiklejohn, Marjori Pomarole, Grant Jordan, Kirill Levchenko, Damon McCoy, Geoffrey M. Voelker, Stefan Savage, A fistful of bitcoins: characterizing payments among men with no names internet measurement conference. pp. 127- 140 ,(2013) , 10.1145/2504730.2504747
Alex Biryukov, Dmitry Khovratovich, Ivan Pustogarov, Deanonymisation of Clients in Bitcoin P2P Network computer and communications security. pp. 15- 29 ,(2014) , 10.1145/2660267.2660379
Young Bin Kim, Jun Gi Kim, Wook Kim, Jae Ho Im, Tae Hyeong Kim, Shin Jin Kang, Chang Hun Kim, None, Predicting Fluctuations in Cryptocurrency Transactions Based on User Comments and Replies PLOS ONE. ,vol. 11, pp. e0161197- ,(2016) , 10.1371/JOURNAL.PONE.0161197
Miles Carlsten, Harry Kalodner, S. Matthew Weinberg, Arvind Narayanan, On the Instability of Bitcoin Without the Block Reward computer and communications security. pp. 154- 167 ,(2016) , 10.1145/2976749.2978408
Patrick M. Monamo, Vukosi Marivate, Bhesipho Twala, A Multifaceted Approach to Bitcoin Fraud Detection: Global and Local Outliers international conference on machine learning and applications. pp. 188- 194 ,(2016) , 10.1109/ICMLA.2016.0039
Devavrat Shah, Muhammad J. Amjad, Trading Bitcoin and Online Time Series Prediction neural information processing systems. pp. 1- 15 ,(2016)
Young Bin Kim, Jurim Lee, Nuri Park, Jaegul Choo, Jong-Hyun Kim, Chang Hun Kim, When Bitcoin encounters information in an online forum: Using text mining to analyse user opinions and predict value fluctuation PLOS ONE. ,vol. 12, pp. e0177630- ,(2017) , 10.1371/JOURNAL.PONE.0177630
Mauro Conti, E. Sandeep Kumar, Chhagan Lal, Sushmita Ruj, A Survey on Security and Privacy Issues of Bitcoin IEEE Communications Surveys and Tutorials. ,vol. 20, pp. 3416- 3452 ,(2018) , 10.1109/COMST.2018.2842460
Jeffrey Chu, Stephen Chan, Saralees Nadarajah, Joerg Osterrieder, GARCH Modelling of Cryptocurrencies Journal of Risk and Financial Management. ,vol. 10, pp. 17- ,(2017) , 10.3390/JRFM10040017