An Evaluation of Recent Trends and Techniques of Spam Detection

  • Karim, Asif (Principal Investigator/Chief Investigator A)

Project: HDR ProjectPhD

Project Details

Description

In today’s world, email has become a massively essential medium of communication, having a near-instant worldwide reach. However, due to its ubiquity, email has also became a highly adopted vehicle for a range of perpetrators to carry out their sinister objectives through ever increasing spamming. Due to the rising severity of the situation, number of researchers, governments and corporations had to adopt a more profound approach, resulting in the establishment of a number of government regulations and scientific research being taking place, especially in recent times. In parallel, the growth in Machine Learning frameworks have also seen a significant rise over the years, which, now days, is having a
prominent footprint in all sorts of developments where Artificial Intelligence may have a say. The issue of spam identification and classification has also been benefited from this evolution. This paper discusses the type and threat of spam emails in detail, and surveys a large number of recent advancements in spam email detection and prevention, particularly focusing on the Machine Learning based spam filtering frameworks. In light of the studies discussed here, a set of gaps in the relevant research initiatives has also been identified.
StatusActive
Effective start/end date5/03/18 → …

Research Output

  • 4 Conference Paper published in Proceedings
  • 2 Article

Analysis of Complex Networks for Security Issues using Attack Graph

Musa, T., Yeo, K. C., Azam, S., Shanmugam, B., Karim, A., Boer, F. D., Nur, F. N. & Faisal, F., 2019, 2019 International Conference on Computer Communication and Informatics, ICCCI 2019. IEEE, Institute of Electrical and Electronics Engineers, 6 p. 8822179. (2019 International Conference on Computer Communication and Informatics, ICCCI 2019).

Research output: Chapter in Book/Report/Conference proceedingConference Paper published in Proceedings

  • An Enhanced 3-Tier Multimodal Biometric Authentication

    Kathed, A., Azam, S., Shanmugam, B., Karim, A., Yeo, K. C., Boer, F. D. & Jonkman, M., 2019, 2019 International Conference on Computer Communication and Informatics, ICCCI 2019. IEEE, Institute of Electrical and Electronics Engineers, 6 p. 8822117. (2019 International Conference on Computer Communication and Informatics, ICCCI 2019).

    Research output: Chapter in Book/Report/Conference proceedingConference Paper published in Proceedings

  • An Intelligent and Secured Tracking System for Monitoring School Bus

    Ahmed, A., Rayhan Parvez, M. M., Hasan, M. H., Nur, F. N., Moon, N. N., Karim, A., Azam, S., Shanmugam, B. & Jonkman, M., 1 Jan 2019, 2019 International Conference on Computer Communication and Informatics, ICCCI 2019. IEEE, Institute of Electrical and Electronics Engineers, 5 p. 8822187. (2019 International Conference on Computer Communication and Informatics, ICCCI 2019).

    Research output: Chapter in Book/Report/Conference proceedingConference Paper published in Proceedings