DL-HIDS: deep learning-based host intrusion detection system using system calls-to-image for containerized cloud environment

N Joraviya, BN Gohil, UP Rao - The Journal of Supercomputing, 2024 - Springer
In the rapidly evolving IT industry, containerization has introduced new security challenges
including cloud data breaches. DL-HIDS explores the application of Deep Learning (DL) …

Deep reinforcement learning based intrusion detection system for cloud infrastructure

K Sethi, R Kumar, N Prajapati… - … Systems & NETworkS …, 2020 - ieeexplore.ieee.org
Intrusion Detection in cloud platform is a challenging problem due to its extensive usage and
distributed nature that are constant targets of new and unknown attacks. Intrusion detection …

An intelligent multiclass deep classifier‐based intrusion detection system for cloud environment

R Bingu, S Jothilakshmi… - … and Computation: Practice …, 2023 - Wiley Online Library
The intrusion detection process is considered an efficient mechanism that plays a prominent
role in network security. Traditional approaches for attack detection, like signature‐based …

Cloud intrusion detection method based on stacked contractive auto-encoder and support vector machine

W Wang, X Du, D Shan, R Qin… - IEEE transactions on …, 2020 - ieeexplore.ieee.org
Security issues have resulted in severe damage to the cloud computing environment,
adversely affecting the healthy and sustainable development of cloud computing. Intrusion …

[HTML][HTML] A cloud intrusion detection systems based on dnn using backpropagation and pso on the cse-cic-ids2018 dataset

S Alzughaibi, S El Khediri - Applied Sciences, 2023 - mdpi.com
Cloud computing (CC) is becoming an essential technology worldwide. This approach
represents a revolution in data storage and collaborative services. Nevertheless, security …

Exploring self-attention mechanism of deep learning in cloud intrusion detection

C Lu, HN Dai, J Zhou, H Wang - … 2020, Qufu, China, December 11-12 …, 2021 - Springer
Cloud computing offers elastic and ubiquitous computing services, thereby receiving
extensive attention recently. However, cloud servers have also become the targets of …

A survey and analysis of intrusion detection models based on information security and object technology-cloud intrusion dataset

Y Ayachi, Y Mellah, M Saber… - … Journal of Artificial …, 2022 - search.proquest.com
Nowadays society, economy, and critical infrastructures have become principally dependent
on computers, networks, and information technology solutions, on the other side, cyber …

HIDM: A hybrid intrusion detection model for cloud based systems

LK Vashishtha, AP Singh, K Chatterjee - Wireless Personal …, 2023 - Springer
The cloud computing model is very popular among the users in different sectors like
banking, healthcare, education etc due to its customized low-cost services with high level …

Cloud-Based Intrusion Detection System Using a Deep Neural Network and Human-in-the-Loop Decision Making

H Alavizadeh, H Alavizadeh - Deep Learning for Multimedia …, 2024 - taylorfrancis.com
In this chapter, we propose a cloud-based intrusion detection system (IDS) framework that
utilizes a convolutional neural network (CNN) to detect various types of attacks. The …

Cloud-based intrusion detection approach using machine learning techniques

H Attou, A Guezzaz, S Benkirane… - Big Data Mining and …, 2023 - ieeexplore.ieee.org
Cloud computing (CC) is a novel technology that has made it easier to access network and
computer resources on demand such as storage and data management services. In …