Skip to content
Research Article Open access CC BY 4.0

Deep Learning Approaches for Intrusion Detection

Azar Abid Salih, Siddeeq Y. Ameen, Subhi R. M. Zeebaree, Mohammed A. M. Sadeeq, Shakir Fattah Kak, Naaman Omar, Ibrahim Mahmood Ibrahim, Hajar Maseeh Yasin, Zryan Najat Rashid, Zainab Salih Ageed

Asian Journal of Research in Computer Science · pp. 50–64 · Published 17 Jun 2021

10.9734/ajrcos/2021/v9i430229

Abstract

Recently, computer networks faced a big challenge, which is that various malicious attacks are growing daily. Intrusion detection is one of the leading research problems in network and computer security. This paper investigates and presents Deep Learning (DL) techniques for improving the Intrusion Detection System (IDS). Moreover, it provides a detailed comparison with evaluating performance, deep learning algorithms for detecting attacks, feature learning, and datasets used to identify the advantages of employing in enhancing network intrusion detection.

Deep learning intrusion detection network attacks intrusion datasets security service

Cited by 65

Securing the CAN bus using deep learning for intrusion detection in vehicles

Ritu Rai, Jyoti Grover, Prinkle Sharma · Scientific Reports · 2025

Enhancing Intrusion Detection Systems with Efficient Deep Learning Techniques

O. J. Mebawondu · 2024 IEEE 5th International Conference on Electro-Computing Technologies for Humanity (NIGERCON) · 2024

A Multi-Class Intrusion Detection Model using an Ensemble of Deep Learning Techniques

O. J. Mebawondu, Bukola Ajisafe-Badeji, Jacob Olorunshogo Mebawondu · 2024 IEEE 5th International Conference on Electro-Computing Technologies for Humanity (NIGERCON) · 2024

Unauthorized Access Detection System Using Machine Learning with Honeypot Integration

D. Thamizhselvi, A. K, A. N · 2024 International Conference on Smart Technologies for Sustainable Development Goals (ICSTSDG) · 2024

Ejection of Real-Time Malicious Intrusion and Attacks in IoT Empowered Infrastructure

S. K. Shameena Begum, Pulikonda Venkata Yoga Abhishek, K. Chaitanya · International Research Journal on Advanced Engineering Hub (IRJAEH) · 2024

Machine Learning-Assisted Intrusion Detection for Enhancing Internet of Things Security

Mona Esmaeili, Morteza Rahimi, Hadise Pishdast · arXiv.org · 2024

Design Thinking –An Effective Method for Enhancing Intrusion Detection Systems through Hyper parameter Tuning in Deep Learning

K. Dinesh, D. Kalaivani, T. Vijayaraghavan · 2023 2nd International Conference on Automation, Computing and Renewable Systems (ICACRS) · 2023

Showing 49 of 65 known citations — external sources report more than can currently be individually listed.

Article metrics

Real usage data collected on this platform.

84

Page views

0

PDF downloads

5

Outbound clicks

65

Citations

Views over time

Views by country

Approximate, from request IP at view time — not citizenship or institution. Countries with fewer than 5 views are grouped as "Other".

Traffic sources

Referring site, by host.

Views and downloads exclude known bots/crawlers. Citations combines this platform's own DOI-resolved index with each external source's own reported total — see Cited by above for individually listed citing works. Last refreshed 0 seconds ago.