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Blockchain-Based Mailing Service for Securing Email Communication and Preventing Spam through Machine Learning Approach

Sarthak Sharma1 , Abhinav Kaushik2 , Aayush Angirous3 , Nikhil Singh4 , Gurwinder Singh5

Section:Research Paper, Product Type: Journal Paper
Volume-11 , Issue-01 , Page no. 284-289, Nov-2023

Online published on Nov 30, 2023

Copyright © Sarthak Sharma, Abhinav Kaushik, Aayush Angirous, Nikhil Singh, Gurwinder Singh . This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

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IEEE Style Citation: Sarthak Sharma, Abhinav Kaushik, Aayush Angirous, Nikhil Singh, Gurwinder Singh, “Blockchain-Based Mailing Service for Securing Email Communication and Preventing Spam through Machine Learning Approach,” International Journal of Computer Sciences and Engineering, Vol.11, Issue.01, pp.284-289, 2023.

MLA Style Citation: Sarthak Sharma, Abhinav Kaushik, Aayush Angirous, Nikhil Singh, Gurwinder Singh "Blockchain-Based Mailing Service for Securing Email Communication and Preventing Spam through Machine Learning Approach." International Journal of Computer Sciences and Engineering 11.01 (2023): 284-289.

APA Style Citation: Sarthak Sharma, Abhinav Kaushik, Aayush Angirous, Nikhil Singh, Gurwinder Singh, (2023). Blockchain-Based Mailing Service for Securing Email Communication and Preventing Spam through Machine Learning Approach. International Journal of Computer Sciences and Engineering, 11(01), 284-289.

BibTex Style Citation:
@article{Sharma_2023,
author = {Sarthak Sharma, Abhinav Kaushik, Aayush Angirous, Nikhil Singh, Gurwinder Singh},
title = {Blockchain-Based Mailing Service for Securing Email Communication and Preventing Spam through Machine Learning Approach},
journal = {International Journal of Computer Sciences and Engineering},
issue_date = {11 2023},
volume = {11},
Issue = {01},
month = {11},
year = {2023},
issn = {2347-2693},
pages = {284-289},
url = {https://www.ijcseonline.org/full_spl_paper_view.php?paper_id=1446},
publisher = {IJCSE, Indore, INDIA},
}

RIS Style Citation:
TY - JOUR
UR - https://www.ijcseonline.org/full_spl_paper_view.php?paper_id=1446
TI - Blockchain-Based Mailing Service for Securing Email Communication and Preventing Spam through Machine Learning Approach
T2 - International Journal of Computer Sciences and Engineering
AU - Sarthak Sharma, Abhinav Kaushik, Aayush Angirous, Nikhil Singh, Gurwinder Singh
PY - 2023
DA - 2023/11/30
PB - IJCSE, Indore, INDIA
SP - 284-289
IS - 01
VL - 11
SN - 2347-2693
ER -

           

Abstract

This paper presents a blockchain-based mailing service designed to enhance email communication security, privacy, and accountability while effectively preventing spam through the application of machine learning techniques. By leveraging blockchain technology, the proposed system ensures verification and authentication of user identities, granting access to messages solely to authorized parties. A robust anti-spam system is established by utilizing blockchain`s capabilities, effectively filtering out unwanted emails and reducing the risk of phishing attacks. The integration of machine learning algorithms and natural language processing enables the analysis of email content for identification of potential spam mails. Furthermore, the blockchain serves as a transparent and auditable record of all sent and received emails, promoting greater accountability. Nevertheless, challenges related to maintaining user anonymity, achieving verification and authentication, and addressing scalability concerns require careful consideration. The proposed system incorporates a spam mail detection mechanism, integrating blockchain technology to secure email communication and prevent spam while utilizing machine learning-based algorithms to filter unwanted emails. Experimental results demonstrate the effectiveness of the system in spam detection, highlighting its ability to provide a secure and reliable mailing service.

Key-Words / Index Term

Blockchain-based mailing service, Email communication, Spam prevention, Machine learning.

References

[1] M. Rahim, M. H. Rahmani, and M. T. Azam, "A Blockchain-Based Smart Contract Approach to Spam Email Detection," in Proc. of the 4th International Conference on Internet of Things, Big Data and Security (IoTBDS), Prague, Czech Republic, Apr. 2019.
[2] M. Dianati, F. V. Cipolla-Ficarra, and M. P. T. Cipolla-Ficarra, "A Blockchain-Based System for Email Authentication," in Proc. of the 12th International Conference on Advances in Computer-Human Interaction (ACHI), Barcelona, Spain, Mar. 2019.
[3] Y. Chen, J. Liao, and W. Zhang, "A Blockchain-Based System for Supply Chain Management," in Proc. of the 17th International Conference on Service-Oriented Computing (ICSOC), Hangzhou, China, Nov. 2019.
[4] C. C. Ng, H. Lu, and J. L. Hu, "Blockchain-Based Identity Management System," in Proc. of the 16th International Conference on Mobile and Ubiquitous Multimedia (MUM), Cairo
[5] Chen, J., Li, H., & Li, X. (2021). A smart contract-based spam mail detection system. Journal of Ambient Intelligence and Humanized Computing, 12(2), pp.2083-2093, 2021.
[6] Wang, X., Li, J., & Li, Y. (2021). A smart contract-based spam mail detection system using reputation-based consensus. IEEE Access, 9, pp.42421-42431, 2021.
[7] Das, Suman Kumar. (2021). Spam E-mail Identification Using Blockchain Technology, 2021.
[8] X. Bao, "A Decentralized Secure Mailbox System based on Blockchain," 2020 International Conference on Computer Communication and Network Security (CCNS), Xi’an, China, pp.136-141, 2020.
[9] X. Bao, "A Decentralized Secure Mailbox System based on Blockchain," 2020 International Conference on Computer Communication and Network Security (CCNS), Xi’an, China, pp.136-141, 2020.
[10] SEC S. (2000). 2: Recommended elliptic curve domain parameters. Mississauga: Standards for efficient cryptography group, Certicom Corp.
[11] N. Ahmed, R. Amin, H. Aldabbas, D. Koundal, B. Alouffi, and T. Shah, “Machine learning techniques for spam detection in email and iot platforms: analysis and research challenges,” Security and Communication Networks, vol. 2022, pp. 1–19, 2022.
[12] L. Sherin Beevi, R. Vijayalakshmi, P. Ilampiray, and K. Hema Priya, “Blockchain based email communication with sha-256 algorithm,” in Ubiquitous Intelligent Systems: Proceedings of Second ICUIS 2022. Springer, pp.455–466, 2022.
[13] W. Li, L. Ke, W. Meng, and J. Han, “An empirical study of supervised email classification in internet of things: practical performance and key influencing factors,” International Journal of Intelligent Systems, vol. 37, no. 1, pp. 287–304, 2022.
[14] A. Karim, S. Azam, B. Shanmugam, K. Kannoorpatti, and M. Alazab, “A comprehensive survey for intelligent spam email detection,” IEEE Access, vol. 7, pp. 168 261–168 295, 2019.
[15] D. Xu, F. Wu, L. Zhu, R. Li, J. Gao, and Y. She, “Bues: A blockchainbased upgraded email system,” China Communications, vol. 19, no. 10, pp. 250–264, 2022.
[16] C.-M. Chiu, F.-M. Hsu, M.-H. Shen, and C.-M. Lin, “An architecture for electronic exchange of official document based on email and blockchain,” Journal of Internet Technology, vol. 24, no. 2, pp. 333–344, 2023.
[17] S. Suresh, M. Mohan, C. Thyagarajan, and R. Kedar, “Detection of ransomware in emails through anomaly based detection,” in Emerging Trends in Computing and Expert Technology. Springer, 2020, pp. 604– 613.
[18] F. J´a˜nez-Martino, R. Alaiz-Rodr´?guez, V. Gonz´alez-Castro, E. Fidalgo, and E. Alegre, “A review of spam email detection: analysis of spammer strategies and the dataset shift problem,” Artificial Intelligence Review, vol. 56, no. 2, pp. 1145–1173, 2023.
[19] Elmaghraby, Karim, and Tassos Dimitriou. "Blockchain-Based Fair and Secure Certified Electronic Mail Without a TTP." IEEE Access 9 (2021): 100708-100724.
[20] Piedrahita, Diego, Javier Bermejo, and Francisco Machío. "A Secure Email Solution Based on Blockchain." In Blockchain and Applications: 3rd International Congress, pp. 355-358. Springer International Publishing, 2022.
[21] Liu, Jun, Lei Zhang, Chunlin Li, Jingpan Bai, Haibin Lv, and Zhihan Lv. "Blockchain-based secure communication of intelligent transportation digital twins system." IEEE Transactions on Intelligent Transportation Systems 23, no. 11 : pp.22630-22640, 2022.
[22] Nguyen, Lam Duc, Israel Leyva-Mayorga, Amari N. Lewis, and Petar Popovski. "Modeling and analysis of data trading on blockchain-based market in IoT networks." IEEE Internet of Things Journal 8, no. 8 : pp.6487-6497, 2021.