Towards secure intrusion detection systems using deep learning techniques: Comprehensive analysis and review

Nearest cluster-based intrusion detection through convolutional neural networks

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

An Effective Convolutional Neural Network Based on SMOTE and Gaussian Mixture Model for Intrusion Detection in Imbalanced Dataset

(2020) Hongpo Zhang et al.   Computer Networks

A deep learning approach for effective intrusion detection in wireless networks using CNN

(2020) B. Riyaz et al.   SOFT COMPUTING

IGAN-IDS: An imbalanced generative adversarial network towards intrusion detection system in ad-hoc networks

(2020) Shuokang Huang et al.   Ad Hoc Networks

Building Auto-Encoder Intrusion Detection System based on random forest feature selection

(2020) XuKui Li et al.   COMPUTERS & SECURITY

Towards fuzzy anomaly detection-based security: a comprehensive review

(2020) Mohammad Masdari et al.   Fuzzy Optimization and Decision Making

A Review of Intrusion Detection Systems Using Machine and Deep Learning in Internet of Things: Challenges, Solutions and Future Directions

(2020) Javed Asharf et al.   Electronics

SAAE-DNN: Deep Learning Method on Intrusion Detection

(2020) Chaofei Tang et al.   Symmetry-Basel

An Efficient Intrusion Detection Method Based on LightGBM and Autoencoder

(2020) Chaofei Tang et al.   Symmetry-Basel

DeepIDS: Deep Learning Approach for Intrusion Detection in Software Defined Networking

(2020) Tuan Anh Tang et al.   Electronics

Genetic convolutional neural network for intrusion detection systems

(2020) Minh Tuan Nguyen et al.   Future Generation Computer Systems-The International Journal of eScience

Collaborative Intrusion Detection for VANETs: A Deep Learning-Based Distributed SDN Approach

(2020) Jiangang Shu et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

A State-of-the-Art Survey on Deep Learning Theory and Architectures

(2019) Md Zahangir Alom et al.   Electronics

Unsupervised learning approach for network intrusion detection system using autoencoders

(2019) Hyunseung Choi et al.   JOURNAL OF SUPERCOMPUTING

A deep learning approach for proactive multi-cloud cooperative intrusion detection system

(2019) Adel Abusitta et al.   Future Generation Computer Systems-The International Journal of eScience

Internet of Things: A survey on machine learning-based intrusion detection approaches

(2019) Kelton A.P. da Costa et al.   Computer Networks

A Review of Recurrent Neural Networks: LSTM Cells and Network Architectures

(2019) Yong Yu et al.   NEURAL COMPUTATION

Towards Deep-Learning-Driven Intrusion Detection for the Internet of Things

(2019) Geethapriya Thamilarasu et al.   SENSORS

Network Intrusion Detection Based on Novel Feature Selection Model and Various Recurrent Neural Networks

(2019) Thi-Thu-Huong Le et al.   Applied Sciences-Basel

Intrusion detection in smart cities using Restricted Boltzmann Machines

(2019) Asmaa Elsaeidy et al.   JOURNAL OF NETWORK AND COMPUTER APPLICATIONS

Improving the Classification Effectiveness of Intrusion Detection by Using Improved Conditional Variational AutoEncoder and Deep Neural Network

(2019) Yanqing Yang et al.   SENSORS

Demystifying Parallel and Distributed Deep Learning

(2019) Tal Ben-Nun et al.   ACM COMPUTING SURVEYS

A Survey of Intrusion Detection Systems Leveraging Host Data

(2019) Robert A. Bridges et al.   ACM COMPUTING SURVEYS

Deep learning approaches for anomaly-based intrusion detection systems: A survey, taxonomy, and open issues

(2019) Arwa Aldweesh et al.   KNOWLEDGE-BASED SYSTEMS

A Novel Statistical Analysis and Autoencoder Driven Intelligent Intrusion Detection Approach

(2019) Cosimo Ieracitano et al.   NEUROCOMPUTING

Deep recurrent neural network for IoT intrusion detection system

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

Intrusion detection system using deep learning for in-vehicle security

(2019) Jiayan Zhang et al.   Ad Hoc Networks

Parallel Deep Learning Detection Network in the MIMO Channel

(2019) Xianglan Jin et al.   IEEE COMMUNICATIONS LETTERS

A convolutional neural-based learning classifier system for detecting database intrusion via insider attack

(2019) Seok-Jun Bu et al.   INFORMATION SCIENCES

In-vehicle network intrusion detection using deep convolutional neural network

(2019) Hyun Min Song et al.   Vehicular Communications

Deep learning for cyber security intrusion detection: Approaches, datasets, and comparative study

(2019) Mohamed Amine Ferrag et al.   Journal of Information Security and Applications

A survey on intrusion detection and prevention in wireless ad-hoc networks

(2019) Khalid Khan et al.   JOURNAL OF SYSTEMS ARCHITECTURE

Multimedia Big Data Analytics

(2018) Samira Pouyanfar et al.   ACM COMPUTING SURVEYS

A Survey of Random Forest Based Methods for Intrusion Detection Systems

(2018) Paulo Angelo Alves Resende et al.   ACM COMPUTING SURVEYS

Fast Neural Network Training on FPGA Using Quasi-Newton Optimization Method

(2018) Qiang Liu et al.   IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS

An overview on Restricted Boltzmann Machines

(2018) Nan Zhang et al.   NEUROCOMPUTING

Deep learning for sensor-based activity recognition: A Survey

(2018) Jindong Wang et al.   PATTERN RECOGNITION LETTERS

A comprehensive survey on network anomaly detection

(2018) Gilberto Fernandes et al.   TELECOMMUNICATION SYSTEMS

Survey on SDN based network intrusion detection system using machine learning approaches

(2018) Nasrin Sultana et al.   Peer-to-Peer Networking and Applications

HAST-IDS: Learning Hierarchical Spatial-Temporal Features Using Deep Neural Networks to Improve Intrusion Detection

(2018) Wei Wang et al.   IEEE Access

Machine Learning and Deep Learning Methods for Cybersecurity

(2018) Yang Xin et al.   IEEE Access

Effective android malware detection with a hybrid model based on deep autoencoder and convolutional neural network

(2018) Wei Wang et al.   Journal of Ambient Intelligence and Humanized Computing

Effective Feature Extraction via Stacked Sparse Autoencoder to Improve Intrusion Detection System

(2018) Binghao Yan et al.   IEEE Access

A Novel Intrusion Detection Model for a Massive Network Using Convolutional Neural Networks

(2018) Kehe Wu et al.   IEEE Access

Deep Learning Approach Combining Sparse Autoen-coder with SVM for Network Intrusion Detection

(2018) Majjed Al-Qatf et al.   IEEE Access

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

(2018) Congyuan Xu et al.   IEEE Access

You Cannot Improve What You Do not Measure

(2018) Andrew Boutros et al.   ACM Transactions on Reconfigurable Technology and Systems

Flow-based network traffic generation using Generative Adversarial Networks

(2018) Markus Ring et al.   COMPUTERS & SECURITY

Fuzziness based semi-supervised learning approach for intrusion detection system

(2017) Rana Aamir Raza Ashfaq et al.   INFORMATION SCIENCES

A survey of intrusion detection in Internet of Things

(2017) Bruno Bogaz Zarpelão et al.   JOURNAL OF NETWORK AND COMPUTER APPLICATIONS

Intrusion detection techniques in cloud environment: A survey

(2017) Preeti Mishra et al.   JOURNAL OF NETWORK AND COMPUTER APPLICATIONS

Conditional Variational Autoencoder for Prediction and Feature Recovery Applied to Intrusion Detection in IoT

(2017) Manuel Lopez-Martin et al.   SENSORS

A Deep Learning Approach for Intrusion Detection Using Recurrent Neural Networks

(2017) Chuanlong Yin et al.   IEEE Access

Ensemble based collaborative and distributed intrusion detection systems: A survey

(2016) Gianluigi Folino et al.   JOURNAL OF NETWORK AND COMPUTER APPLICATIONS

A survey and taxonomy of DoS attacks in cloud computing

(2016) Mohammad Masdari et al.   Security and Communication Networks

A survey of cloud-based network intrusion detection analysis

(2016) Nathan Keegan et al.   Human-centric Computing and Information Sciences

From information security to cyber security

(2013) Rossouw von Solms et al.   COMPUTERS & SECURITY

A Survey of MANET Intrusion Detection & Prevention Approaches for Network Layer Attacks

(2013) Adnan Nadeem et al.   IEEE Communications Surveys and Tutorials

A Survey of Intrusion Detection Systems in Wireless Sensor Networks

(2013) Ismail Butun et al.   IEEE Communications Surveys and Tutorials

An intrusion detection and prevention system in cloud computing: A systematic review

(2012) Ahmed Patel et al.   JOURNAL OF NETWORK AND COMPUTER APPLICATIONS

An Overview of IP Flow-Based Intrusion Detection

(2010) A Sperotto et al.   IEEE Communications Surveys and Tutorials