Estimation of ransomware payments in Bitcoin ecosystem

Conference paper


Raheem, A., Raheem, R., Chen, T. and Alkhayyat, A. 2021. Estimation of ransomware payments in Bitcoin ecosystem. 12th International Workshop on Trust, Security and Privacy for Big Data (TrustData 2021). New York City, NY, USA 30 Sep - 03 Oct 2021 IEEE. pp. 1667-1674 https://doi.org/10.1109/ISPA-BDCloud-SocialCom-SustainCom52081.2021.00224
TypeConference paper
TitleEstimation of ransomware payments in Bitcoin ecosystem
AuthorsRaheem, A., Raheem, R., Chen, T. and Alkhayyat, A.
Abstract

Ransomware is one of the malicious software that is designed to prevent access to computer system until a sum of money is paid by the victim to the attacker. During the infection, the computer will either be locked, or the data will be encrypted. Ransoms are often demanded in Bitcoin, a largely anonymous Cryptocurrency. All transactions are recorded in the blockchain and verified by peer-to-peer networks. This paper investigation collects ten recent ransomware families, which use bitcoin as a payment for their ransom. In conjunction, we identified, collected and analysed Bitcoin addresses of users combining information from a clustering model and the blockchain. We used a heuristic clustering algorithm to reveal the hidden node's payment of ransomware. Finally, we demonstrated the characteristics of ransomware encryption mechanisms that include a view of the infected process and its execution, and the distinctive demands of ransom.

KeywordsBitcoin; Blockchain; Cybercrime; Heuistic Clustering; Ransomware; Distrbibuted Ledeger; Payment; Transaction
Conference12th International Workshop on Trust, Security and Privacy for Big Data (TrustData 2021)
Page range1667-1674
Proceedings Title2021 IEEE Intl Conf on Parallel & Distributed Processing with Applications, Big Data & Cloud Computing, Sustainable Computing & Communications, Social Computing & Networking (ISPA/BDCloud/SocialCom/SustainCom)
SeriesIEEE International Symposium on Parallel and Distributed Processing with Applications
ISSN2158-9178
ISBN
Electronic9781665435741
Paperback9781665411936
PublisherIEEE
Publication dates
Print30 Sep 2021
Online22 Dec 2021
Publication process dates
Deposited23 Feb 2022
Accepted01 Jul 2021
Output statusPublished
Accepted author manuscript
Copyright Statement

© 2021 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.

Digital Object Identifier (DOI)https://doi.org/10.1109/ISPA-BDCloud-SocialCom-SustainCom52081.2021.00224
Web of Science identifierWOS:000766837400208
Web address (URL) of conference proceedingshttps://ieeexplore.ieee.org/xpl/conhome/9644634/proceeding
LanguageEnglish
Permalink -

https://repository.mdx.ac.uk/item/89qyq

Download files

  • 68
    total views
  • 33
    total downloads
  • 7
    views this month
  • 6
    downloads this month

Export as

Related outputs

A novel bio-inspired bat node scheduling algorithm for dependable safety-critical wireless sensor network systems
Al-Nader, I., Lasebae, A., Raheem, R. and Ngondi, G. 2024. A novel bio-inspired bat node scheduling algorithm for dependable safety-critical wireless sensor network systems. Sensors. 24 (6). https://doi.org/10.3390/s24061928
A novel scheduling algorithm for improved performance of multi-objective safety-critical WSN using spatial self-organizing feature map
Al-Nader, I., Lasebae, A. and Raheem, R. 2024. A novel scheduling algorithm for improved performance of multi-objective safety-critical WSN using spatial self-organizing feature map. Electronics. 13 (1). https://doi.org/10.3390/electronics13010019
A novel scheduling algorithm for improved performance of multi-objective safety-critical wireless sensor networks using long short-term memory
Al-Nader, I., Lasebae, A., Raheem, R. and Khoshkholghi, A. 2023. A novel scheduling algorithm for improved performance of multi-objective safety-critical wireless sensor networks using long short-term memory. Electronics. 12 (23). https://doi.org/10.3390/electronics12234766
A new perceptron based neural-network algorithm to enhance the scheduling performance of safety-critical WSNs of increased dependability
Al-Nader, I, Lasebae, A. and Raheem, R. 2023. A new perceptron based neural-network algorithm to enhance the scheduling performance of safety-critical WSNs of increased dependability. 8th World Conference on Information Systems for Business Management. Bangkok, Thailand 07 - 08 Sep 2023 Springer.
Using Hidden Markov Chain for improving the dependability of safety-critical WSNs
Al-Nader, I., Lasebae, A. and Raheem, R. 2023. Using Hidden Markov Chain for improving the dependability of safety-critical WSNs. Barolli, L. (ed.) 37th International Conference on Advanced Information Networking and Applications. Federal University of Juiz de Fora, Brazil 29 - 31 Mar 2023 Cham, Switzerland. Springer. pp. 460–472 https://doi.org/10.1007/978-3-031-29056-5_40
Novel group handover mechanism for cooperative and coordinated mobile femtocells technology in railway environment
Raheem, R., Lasebae, A. and Raheem, A. 2022. Novel group handover mechanism for cooperative and coordinated mobile femtocells technology in railway environment. Array. 15. https://doi.org/10.1016/j.array.2022.100223
Cooperative and coordinated Mobile Femtocells technology in high-speed vehicular environments: mobility and interference management
Raheem, R., Lasebae, A., Petridis, M. and Raheem, A. 2021. Cooperative and coordinated Mobile Femtocells technology in high-speed vehicular environments: mobility and interference management. Barolli, L., Woungang, I. and Enokido, T. (ed.) 35th International Conference on Advanced Information Networking and Applications (AINA-2021). Ryerson University, Toronto, Canada (Held Online) 12 - 14 May 2021 Springer. pp. 653-666 https://doi.org/10.1007/978-3-030-75100-5_56
Mobile femtocell utilisation in LTE vehicular environment: vehicular penetration loss elimination and performance enhancement
Raheem, R., Lasebae, A., Aiash, M., Loo, J. and Colson, R. 2017. Mobile femtocell utilisation in LTE vehicular environment: vehicular penetration loss elimination and performance enhancement. Vehicular Communications. 9 (12), pp. 31-42. https://doi.org/10.1016/j.vehcom.2017.02.003
Interference management and system optimisation for Femtocells technology in LTE and future 4G/5G networks
Raheem, R. 2016. Interference management and system optimisation for Femtocells technology in LTE and future 4G/5G networks. PhD thesis Middlesex University Computer Science
Interference Management and System Optimisation for Femtocells Technology in LTE and Future 4G/5G Networks
Raheem, R., Lasebae, A., Aiash, M., Loo, J., Colson, R. and Raheem, A. 2017. Interference Management and System Optimisation for Femtocells Technology in LTE and Future 4G/5G Networks. in: Yurish, S. (ed.) Advances in Networks, Security and Communications: Reviews - Volume 1 International Frequency Sensor Association Publishing.
Mobility management for vehicular user equipment in LTE/mobile femtocell networks
Raheem, R., Lasebae, A., Aiash, M. and Loo, J. 2017. Mobility management for vehicular user equipment in LTE/mobile femtocell networks. International Journal of Information Systems in the Service Sector. 9 (4), pp. 60-87. https://doi.org/10.4018/IJISSS.2017100105
Performance evaluation of mobile users served by fixed and mobile femtocells in LTE networks
Raheem, R., Lasebae, A., Aiash, M. and Loo, J. 2016. Performance evaluation of mobile users served by fixed and mobile femtocells in LTE networks. Journal of Networking Technology. 7 (1), pp. 16-33.
Interference management for co-channel mobile femtocells technology in LTE networks
Raheem, R., Lasebae, A., Aiash, M. and Loo, J. 2016. Interference management for co-channel mobile femtocells technology in LTE networks. 2016 12th International Conference on Intelligent Environments (IE). London, United Kingdom 14 - 16 Sep 2016 IEEE. pp. 80-87 https://doi.org/10.1109/IE.2016.21
Mobility management in LTE/mobile femtocell networks: outage probability and drop/block calls probability
Raheem, R., Lasebae, A. and Loo, J. 2015. Mobility management in LTE/mobile femtocell networks: outage probability and drop/block calls probability. 3rd International Conference on Emerging Research Paradigms in Business and Social Sciences (ERPBSS-2015). Dubai, United Arab Emirates 24 - 26 Nov 2015
Performance evaluation of LTE network via using fixed/mobile femtocells
Raheem, R., Lasebae, A. and Loo, J. 2014. Performance evaluation of LTE network via using fixed/mobile femtocells. Advanced Information Networking and Applications Workshops (WAINA), 2014 28th International Conference. Victoria, BC, Canada 13 - 16 May 2014 Institute of Electrical and Electronics Engineers (IEEE). pp. 255-260 https://doi.org/10.1109/WAINA.2014.51
From fixed to mobile femtocells in LTE systems: issues and challenges
Raheem, R., Lasebae, A., Aiash, M. and Loo, J. 2013. From fixed to mobile femtocells in LTE systems: issues and challenges. 2013 Second International Conference on Future Generation Communication Technology (FGCT). London, United Kingdom 12 - 14 Nov 2013 Institute of Electrical and Electronics Engineers (IEEE). pp. 207-212 https://doi.org/10.1109/FGCT.2013.6767218
Analoge and digital signal transmission utilizing GPON-CWDM based RoF over long distance
Al Noor, M., Loo, J., Raheem, R. and Al-Dahlaki, A. 2012. Analoge and digital signal transmission utilizing GPON-CWDM based RoF over long distance. 2012 International Conference on Future Communication Networks. Baghdad, Iraq 02 - 05 Apr 2012 Institute of Electrical and Electronics Engineers (IEEE). pp. 175-180 https://doi.org/10.1109/ICFCN.2012.6206864