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

Review: machine learning techniques applied to cybersecurity

(2019) Javier Martínez Torres et al.   International Journal of Machine Learning and Cybernetics

Towards the development of realistic botnet dataset in the internet of things for network forensic analytics: Bot-IoT dataset

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

A multi-stage anomaly detection scheme for augmenting the security in IoT-enabled applications

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

Outlier Dirichlet Mixture Mechanism: Adversarial Statistical Learning for Anomaly Detection in the Fog

(2019) Nour Moustafa et al.   IEEE Transactions on Information Forensics and Security

SDN-Based Secure and Privacy-Preserving Scheme for Vehicular Networks: A 5G Perspective

(2019) Sahil Garg et al.   IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY

A Hybrid Deep Learning-Based Model for Anomaly Detection in Cloud Datacenter Networks

(2019) Sahil Garg et al.   IEEE Transactions on Network and Service Management

Deep recurrent neural network for IoT intrusion detection system

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

Best features based intrusion detection system by RBM model for detecting DDoS in cloud environment

(2019) M. Mayuranathan et al.   Journal of Ambient Intelligence and Humanized Computing

A Privacy-Preserving-Framework-Based Blockchain and Deep Learning for Protecting Smart Power Networks

(2019) Marwa Keshk et al.   IEEE Transactions on Industrial Informatics

Nearest neighbors based density peaks approach to intrusion detection

(2018) Lixiang Li et al.   CHAOS SOLITONS & FRACTALS

Internet of things security: A top-down survey

(2018) Djamel Eddine Kouicem et al.   Computer Networks

Security threats in Bluetooth technology

(2018) Shaikh Shahriar Hassan et al.   COMPUTERS & SECURITY

Deep learning algorithms for human activity recognition using mobile and wearable sensor networks: State of the art and research challenges

(2018) Henry Friday Nweke et al.   EXPERT SYSTEMS WITH APPLICATIONS

Secure integration of IoT and Cloud Computing

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

A Critical Review of Practices and Challenges in Intrusion Detection Systems for IoT: Towards Universal and Resilient Systems

(2018) Elhadj Benkhelifa et al.   IEEE Communications Surveys and Tutorials

A Detailed Investigation and Analysis of using Machine Learning Techniques for Intrusion Detection

(2018) Preeti Mishra et al.   IEEE Communications Surveys and Tutorials

Deep Learning for IoT Big Data and Streaming Analytics: A Survey

(2018) Mehdi Mohammadi et al.   IEEE Communications Surveys and Tutorials

Learning IoT in Edge: Deep Learning for the Internet of Things with Edge Computing

(2018) He Li et al.   IEEE NETWORK

A survey on deep learning for big data

(2018) Qingchen Zhang et al.   Information Fusion

The Effect of IoT New Features on Security and Privacy: New Threats, Existing Solutions, and Challenges Yet to Be Solved

(2018) Wei Zhou et al.   IEEE Internet of Things Journal

IoT Security Techniques Based on Machine Learning: How Do IoT Devices Use AI to Enhance Security?

(2018) Liang Xiao et al.   IEEE SIGNAL PROCESSING MAGAZINE

An Ensemble Intrusion Detection Technique based on proposed Statistical Flow Features for Protecting Network Traffic of Internet of Things

(2018) Nour Moustafa et al.   IEEE Internet of Things Journal

Network Intrusion Detection Method Based on PCA and Bayes Algorithm

(2018) Bing Zhang et al.   Security and Communication Networks

Privacy-preserving big data analytics for cyber-physical systems

(2018) Marwa Keshk et al.   WIRELESS NETWORKS

State-of-the-Art Deep Learning: Evolving Machine Intelligence Toward Tomorrow’s Intelligent Network Traffic Control Systems

(2017) Zubair Md. Fadlullah et al.   IEEE Communications Surveys and Tutorials

A survey of intrusion detection in Internet of Things

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

Internet of Things security: A survey

(2017) Fadele Ayotunde Alaba et al.   JOURNAL OF NETWORK AND COMPUTER APPLICATIONS

A Novel Kernel SVM Algorithm with Game Theory for Network Intrusion Detection

(2017)   KSII Transactions on Internet and Information Systems

A novel SVM-kNN-PSO ensemble method for intrusion detection system

(2016) Abdulla Amin Aburomman et al.   APPLIED SOFT COMPUTING

OCPAD: One class Naive Bayes classifier for payload based anomaly detection

(2016) Mayank Swarnkar et al.   EXPERT SYSTEMS WITH APPLICATIONS

Integration of Cloud computing and Internet of Things: A survey

(2016) Alessio Botta et al.   Future Generation Computer Systems-The International Journal of eScience

Intrusion Detection in 802.11 Networks: Empirical Evaluation of Threats and a Public Dataset

(2016) Constantinos Kolias et al.   IEEE Communications Surveys and Tutorials

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

Learning Internet-of-Things Security "Hands-On"

(2016) Constantinos Kolias et al.   IEEE SECURITY & PRIVACY

A Lightweight Authenticated Communication Scheme for Smart Grid

(2016) Yining Liu et al.   IEEE SENSORS JOURNAL

Reference Architectures for the Internet of Things

(2016) Michael Weyrich et al.   IEEE SOFTWARE

Efficient k NN classification algorithm for big data

(2016) Zhenyun Deng et al.   NEUROCOMPUTING

Intrusion detection in mobile ad hoc networks: techniques, systems, and future challenges

(2016) Sunil Kumar et al.   Security and Communication Networks

The Changing Computing Paradigm With Internet of Things: A Tutorial Introduction

(2016) Sandip Ray et al.   IEEE Design & Test

Security Tradeoffs in Cyber Physical Systems: A Case Study Survey on Implantable Medical Devices

(2016) Riham Altawy et al.   IEEE Access

A Two-layer Dimension Reduction and Two-tier Classification Model for Anomaly-Based Intrusion Detection in IoT Backbone Networks

(2016) Hamed Haddad Pajouh et al.   IEEE Transactions on Emerging Topics in Computing

Security, privacy and trust in Internet of Things: The road ahead

(2015) S. Sicari et al.   Computer Networks

Security for the Internet of Things: A Survey of Existing Protocols and Open Research Issues

(2015) Jorge Granjal et al.   IEEE Communications Surveys and Tutorials

Android Security: A Survey of Issues, Malware Penetration, and Defenses

(2015) Parvez Faruki et al.   IEEE Communications Surveys and Tutorials

Anomaly Detection in Wireless Sensor Networks Using Immune-Based Bioinspired Mechanism

(2015) Ramsha Rizwan et al.   International Journal of Distributed Sensor Networks

Deep learning

(2015) Yann LeCun et al.   NATURE

The emerging field of mobile health

(2015) Steven R. Steinhubl et al.   Science Translational Medicine

Anomaly Detection in Wireless Sensor Networks Using Immune-Based Bioinspired Mechanism

(2015) Ramsha Rizwan et al.   International Journal of Distributed Sensor Networks

A survey of intrusion detection techniques for cyber-physical systems

(2014) Robert Mitchell et al.   ACM COMPUTING SURVEYS

A Malicious Pattern Detection Engine for Embedded Security Systems in the Internet of Things

(2014) Doohwan Oh et al.   SENSORS

Security of the Internet of Things: perspectives and challenges

(2014) Qi Jing et al.   WIRELESS NETWORKS

Botnet Detection Using Support Vector Machines with Artificial Fish Swarm Algorithm

(2014) Kuan-Cheng Lin et al.   Journal of Applied Mathematics

Big Data Deep Learning: Challenges and Perspectives

(2014) Xue-Wen Chen et al.   IEEE Access

SVELTE: Real-time intrusion detection in the Internet of Things

(2013) Shahid Raza et al.   Ad Hoc Networks

A novel hybrid intrusion detection method integrating anomaly detection with misuse detection

(2013) Gisung Kim et al.   EXPERT SYSTEMS WITH APPLICATIONS

On the Vital Areas of Intrusion Detection Systems in Wireless Sensor Networks

(2013) Abror Abduvaliyev et al.   IEEE Communications Surveys and Tutorials

Context Aware Computing for The Internet of Things: A Survey

(2013) Charith Perera et al.   IEEE Communications Surveys and Tutorials

Network Anomaly Detection: Methods, Systems and Tools

(2013) Monowar H. Bhuyan 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

A survey of multiple classifier systems as hybrid systems

(2013) Michał Woźniak et al.   Information Fusion

Network anomaly detection with the restricted Boltzmann machine

(2013) Ugo Fiore et al.   NEUROCOMPUTING

A few useful things to know about machine learning

(2012) Pedro Domingos   COMMUNICATIONS OF THE ACM

Toward developing a systematic approach to generate benchmark datasets for intrusion detection

(2012) Ali Shiravi et al.   COMPUTERS & SECURITY

A survey of intrusion detection techniques in Cloud

(2012) Chirag Modi et al.   JOURNAL OF NETWORK AND COMPUTER APPLICATIONS

Decision trees: a recent overview

(2011) S. B. Kotsiantis   ARTIFICIAL INTELLIGENCE REVIEW

Ensuring Safety, Security, and Sustainability of Mission-Critical Cyber–Physical Systems

(2011) Ayan Banerjee et al.   PROCEEDINGS OF THE IEEE

The Internet of Things: A survey

(2010) Luigi Atzori et al.   Computer Networks

Real-time anomaly detection systems for Denial-of-Service attacks by weighted k-nearest-neighbor classifiers

(2010) Ming-Yang Su   EXPERT SYSTEMS WITH APPLICATIONS

A survey on security issues in service delivery models of cloud computing

(2010) S. Subashini et al.   JOURNAL OF NETWORK AND COMPUTER APPLICATIONS

Securing wireless implantable devices for healthcare: Ideas and challenges

(2009) K. Malasri et al.   IEEE COMMUNICATIONS MAGAZINE

Data clustering: 50 years beyond K-means

(2009) Anil K. Jain   PATTERN RECOGNITION LETTERS

Denial-of-Service attacks and countermeasures in IEEE 802.11 wireless networks

(2008) Kemal Bicakci et al.   COMPUTER STANDARDS & INTERFACES