Revolutionizing Cyber Security: Exploring the Synergy of Machine Learning and Logical Reasoning for Cyber Threats and Mitigation

Deepak Puthal*, Saraju P. Mohanty, Amit Kumar Mishra, Chan Yeob Yeun, Ernesto Damiani

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference Proceeding (Non-Journal item)

Abstract

The integration of machine learning (ML) and logical reasoning (LR) in cyber security is an emerging field that shows great potential for improving the efficiency and effectiveness of security systems. While ML can detect anomalies and patterns in large amounts of data, LR can provide a higher-level understanding of threats and enable better decision-making. This paper explores the future of ML and LR in cyber security and highlights how the integration of these two approaches can lead to more robust security systems. We discuss several use cases that demonstrate the effectiveness of the integrated approach, such as threat detection and response, vulnerability assessment, and security policy enforcement. Finally, we identify several research directions that will help advance the field, including the development of more explainable ML models and the integration of human-in-the-loop approaches.

Original languageEnglish
Title of host publication2023 IEEE Computer Society Annual Symposium on VLSI, ISVLSI 2023 - Proceedings
EditorsFernanda Kastensmidt, Ricardo Reis, Aida Todri-Sanial, Hai Li, Carolina Metzler
PublisherIEEE Press
Number of pages6
ISBN (Electronic)9798350327694
DOIs
Publication statusPublished - 06 Sept 2023
Externally publishedYes
Event26th IEEE Computer Society Annual Symposium on VLSI, ISVLSI 2023 - Foz do Iguacu, Brazil
Duration: 20 Jun 202323 Jun 2023

Publication series

NameProceedings of IEEE Computer Society Annual Symposium on VLSI, ISVLSI
Volume2023-June
ISSN (Print)2159-3469
ISSN (Electronic)2159-3477

Conference

Conference26th IEEE Computer Society Annual Symposium on VLSI, ISVLSI 2023
Country/TerritoryBrazil
CityFoz do Iguacu
Period20 Jun 202323 Jun 2023

Keywords

  • cyber security
  • Logical Reasoning
  • Machine Learning
  • Synergy of ML and LR
  • Synergy of ML and LR for cyber security

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