Res-TranBiLSTM: An intelligent approach for intrusion detection in the Internet of Things

An Imbalanced Generative Adversarial Network-Based Approach for Network Intrusion Detection in an Imbalanced Dataset

(2023) Yamarthi Narasimha Rao et al.   SENSORS

Detection of Real-Time Malicious Intrusions and Attacks in IoT Empowered Cybersecurity Infrastructures

(2023) Irfan Ali Kandhro et al.   IEEE Access

Deep Learning Model Transposition for Network Intrusion Detection Systems

(2023) João Figueiredo et al.   Electronics

Securing MQTT protocol for IoT environment using IDS based on ensemble learning

(2023) Hayette Zeghida et al.   International Journal of Information Security

Scalable anomaly-based intrusion detection for secure Internet of Things using generative adversarial networks in fog environment

(2023) Wei Yao et al.   JOURNAL OF NETWORK AND COMPUTER APPLICATIONS

Improving Reliability for Detecting Anomalies in the MQTT Network by Applying Correlation Analysis for Feature Selection Using Machine Learning Techniques

(2023) Imran et al.   Applied Sciences-Basel

On IoT intrusion detection based on data augmentation for enhancing learning on unbalanced samples

(2022) Ying Zhang et al.   Future Generation Computer Systems-The International Journal of eScience

FELIDS: Federated learning-based intrusion detection system for agricultural Internet of Things

(2022) Othmane Friha et al.   JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING

Intrusion detection and prevention in fog based IoT environments: A systematic literature review

(2022) Cristiano Antonio de Souza et al.   Computer Networks

FS-IDS: A framework for intrusion detection based on few-shot learning

(2022) Jingcheng Yang et al.   COMPUTERS & SECURITY

Task offloading of cooperative intrusion detection system based on Deep Q Network in mobile edge computing

(2022) Xu Zhao et al.   EXPERT SYSTEMS WITH APPLICATIONS

An efficient intrusion detection system for MQTT-IoT using enhanced chaotic salp swarm algorithm and LightGBM

(2022) C. Prajisha et al.   International Journal of Information Security

Correlation between Deep Neural Network Hidden Layer and Intrusion Detection Performance in IoT Intrusion Detection System

(2022) Hyojoon Han et al.   Symmetry-Basel

Nearest cluster-based intrusion detection through convolutional neural networks

(2021) Giuseppina Andresini et al.   KNOWLEDGE-BASED SYSTEMS

LIO-IDS: Handling class imbalance using LSTM and improved one-vs-one technique in intrusion detection system

(2021) Neha Gupta et al.   Computer Networks

Low load DIDS task scheduling based on Q-learning in edge computing environment

(2021) Xu Zhao et al.   JOURNAL OF NETWORK AND COMPUTER APPLICATIONS

Anomaly detection of industrial control systems based on transfer learning

(2021) Weiping Wang et al.   TSINGHUA SCIENCE AND TECHNOLOGY

MQTTset, a New Dataset for Machine Learning Techniques on MQTT

(2020) Ivan Vaccari et al.   SENSORS

HitAnomaly: Hierarchical Transformers for Anomaly Detection in System Log

(2020) Shaohan Huang et al.   IEEE Transactions on Network and Service Management

A Comprehensive Survey of Databases and Deep Learning Methods for Cybersecurity and Intrusion Detection Systems

(2020) Dilara Gumusbas et al.   IEEE Systems Journal

Learning Latent Representation for IoT Anomaly Detection

(2020) Ly Vu et al.   IEEE Transactions on Cybernetics

Deep recurrent neural network for IoT intrusion detection system

(2019) Muder Almiani et al.   SIMULATION MODELLING PRACTICE AND THEORY

Flexible IoT security middleware for end-to-end cloud–fog communication

(2018) Bidyut Mukherjee et al.   Future Generation Computer Systems-The International Journal of eScience

Securing Fog Computing for Internet of Things Applications: Challenges and Solutions

(2018) Jianbing Ni et al.   IEEE Communications Surveys and Tutorials

An Intrusion Detection System Using a Deep Neural Network With Gated Recurrent Units

(2018) Congyuan Xu et al.   IEEE Access

A Survey of Data Mining and Machine Learning Methods for Cyber Security Intrusion Detection

(2016) Anna L. Buczak et al.   IEEE Communications Surveys and Tutorials