E-Voting Based Blockchain Mechanism Using Feature Selection Based Machine Learning

Authors

  • T. Prabakar M.Sc., M.Phil., Research Scholar,Department of Computer Science, Faculty of Science and Humanities, SRM Institute of Science and Technology, Kattankulathur, Tamil Nadu, India - 603203
  • S. Kanchana PhD, Assistant Professor, Department of Computer Science, Faculty of Science and Humanities, SRM Institute of Science and Technology,Kattankulathur, Tamil Nadu, India – 603203

Keywords:

E-Voting, Blockchain, Machine Learning, Feature Selection

Abstract

The issue of scalability in e-voting system is typically circumvented by the utilization at majority of the time. These components are capable of operating without needing one another in order to function, and they are even able to keep their own records independently of one another. In this paper, we develop an intelligent E-voting system that uses machine learning algorithm for feature selection to generate the QR codes. The aim is to improve the security of the QR based on features by optimal selection of features. The QR code with other registered details is stored in database via proper blockchain authentication mechanism. The simulation is conducted in python to test the efficacy of the model against various other methods and the results of simulation shows that the proposed method has a reduced computational complexity and increased accuracy on feature selection than other existing E-voting mechanisms.

Downloads

Download data is not yet available.

References

Al-Maaitah, S., Qatawneh, M., &Quzmar, A. (2021, July). E-Voting System Based on Blockchain Technology: A Survey. In 2021 International Conference on Information Technology (ICIT) (pp. 200-205). IEEE.

Abuidris, Y., Kumar, R., Yang, T., &Onginjo, J. (2021). Secure large‐scale E‐voting system based on blockchain contract using a hybrid consensus model combined with sharding. Etri Journal, 43(2), 357-370.

Benabdallah, A., Audras, A., Coudert, L., El Madhoun, N., &Badra, M. (2022). Analysis of Blockchain Solutions for E-Voting: A Systematic Literature Review. IEEE Access.

Baudier, P., Kondrateva, G., Ammi, C., &Seulliet, E. (2021). Peace engineering: The contribution of blockchain systems to the e-voting process. Technological Forecasting and Social Change, 162, 120397.

Rathee, G., Iqbal, R., Waqar, O., & Bashir, A. K. (2021). On the design and implementation of a blockchain enabled e-voting application within iot-oriented smart cities. IEEE Access, 9, 34165-34176.

Panja, S., & Roy, B. (2021). A secure end-to-end verifiable e-voting system using blockchain and cloud server. Journal of Information Security and Applications, 59, 102815.

Taş, R., &Tanrıöver, Ö. Ö. (2021). A manipulation prevention model for blockchain-based e-voting systems. Security and Communication Networks, 2021.

Ye, K., Zheng, D., Guo, R., He, J., Chen, Y., & Tao, X. (2021). A Coercion-Resistant E-Voting System Based on Blockchain Technology. Int. J. Netw. Secur, 23, 791-806.

Díaz-Santiso, J., & Fraga-Lamas, P. (2021). E-Voting System Using Hyperledger Fabric Blockchain and Smart Contracts. Engineering Proceedings, 7(1), 11.

Jumaa, M. H., & Shakir, A. C. (2022). Iraqi E-Voting System Based on Smart Contract Using Private Blockchain Technology. Informatica, 46(6).

Khan, K. M., Arshad, J., & Khan, M. M. (2021). Empirical analysis of transaction malleability within blockchain-based e-Voting. Computers & Security, 100, 102081.

Gupta, S., Gupta, A., Pandya, I. Y., Bhatt, A., & Mehta, K. (2021). End to end secure e-voting using blockchain & quantum key distribution. Materials Today: Proceedings.

Widayanti, R., Aini, Q., Haryani, H., Lutfiani, N., &Apriliasari, D. (2021, September). Decentralized Electronic Vote Based on Blockchain P2P. In 2021 9th International Conference on Cyber and IT Service Management (CITSM) (pp. 1-7). IEEE.

Singh, S., Wable, S., &Kharose, P. (2021). A Review Of E-Voting System Based on Blockchain Technology. International Journal of New Practices in Management and Engineering, 10(04), 09-13.

Chaisawat, S., &Vorakulpipat, C. (2021). Towards achieving personal privacy protection and data security on integrated E-Voting model of blockchain and message queue. Security and Communication Networks, 2021.

Wahab, Y. M., Ghazi, A., Al-Dawoodi, A., Alisawi, M., Abdullah, S. S., Hammood, L., & Nawaf, A. Y. (2022). A Framework for Blockchain Based E-Voting System for Iraq. International Journal of Interactive Mobile Technologies, 16(10).

Kim, H., Kim, K. E., Park, S., & Sohn, J. (2021). E-voting System Using Homomorphic Encryption and Blockchain Technology to Encrypt Voter Data. arXiv preprint arXiv:2111.05096.

Sharma, T., Krishna, C. R., &Bahga, A. (2021, March). A Cost-Efficient Proof-of-Stake-Voting Based Auditable Blockchain e-Voting System. In IOP Conference Series: Materials Science and Engineering (Vol. 1099, No. 1, p. 012038). IOP Publishing.

Cruz, J. P., &Kaji, Y. (2017). E-voting system based on the bitcoin protocol and blind signatures. IPSJ Transactions on Mathematical Modeling and Its Applications, 10(1), 14-22.

Zhao, W., Liu, D., & Li, Q. S. (2015). Proc. Int. Conf. on Renewable Power Generation.

Yokoyama, T., Shiba, K., Nishizawa, A., Nagahara, S., Yamato, H., Usami, T., ... & Horiuchi, T. Proc. IEEE Int. Interconnect Technology Conf., Burlingame Proc. IEEE Int. Interconnect Technology Conf., Burlingame 19, 2002.

Hjálmarsson, F. Þ., Hreiðarsson, G. K., Hamdaqa, M., &Hjálmtýsson, G. (2018, July). Blockchain-based e-voting system. In 2018 IEEE 11th international conference on cloud computing (CLOUD) (pp. 983-986). IEEE.

Hanifatunnisa, R., &Rahardjo, B. (2017, October). Blockchain based e-voting recording system design. In 2017 11th International Conference on Telecommunication Systems Services and Applications (TSSA) (pp. 1-6). IEEE.

Zhang, S., Wang, L., &Xiong, H. (2020). Chaintegrity: blockchain-enabled large-scale e-voting system with robustness and universal verifiability. International Journal of Information Security, 19(3), 323-341.

Khan, K. M., Arshad, J., & Khan, M. M. (2020). Investigating performance constraints for blockchain based secure e-voting system. Future Generation Computer Systems, 105, 13-26.

Downloads

Published

23.02.2024

How to Cite

Prabakar, T. ., & Kanchana, S. . (2024). E-Voting Based Blockchain Mechanism Using Feature Selection Based Machine Learning. International Journal of Intelligent Systems and Applications in Engineering, 12(17s), 202–212. Retrieved from https://ijisae.org/index.php/IJISAE/article/view/4866

Issue

Section

Research Article