Ensemble learning for intrusion detection systems: A systematic mapping study and cross-benchmark evaluation

Machine Learning Models for Secure Data Analytics: A taxonomy and threat model

(2020) Rajesh Gupta et al.   COMPUTER COMMUNICATIONS

A deep learning approach with Bayesian optimization and ensemble classifiers for detecting denial of service attacks

(2020) Yasin Gormez et al.   INTERNATIONAL JOURNAL OF COMMUNICATION SYSTEMS

A stacked ensemble learning model for intrusion detection in wireless network

(2020) Hariharan Rajadurai et al.   NEURAL COMPUTING & APPLICATIONS

Building an efficient intrusion detection system based on feature selection and ensemble classifier

(2020) Yuyang Zhou et al.   Computer Networks

An intrusion detection algorithm based on bag representation with ensemble support vector machine in cloud computing

(2020) Jinxia Wei et al.   CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE

Voting‐based intrusion detection framework for securing software‐defined networks

(2020) Rochak Swami et al.   CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE

Security anomaly detection in software-defined networking based on a prediction technique

(2020) Tohid Jafarian et al.   INTERNATIONAL JOURNAL OF COMMUNICATION SYSTEMS

Boosting algorithms for network intrusion detection: A comparative evaluation of Real AdaBoost, Gentle AdaBoost and Modest AdaBoost

(2020) Amin Shahraki et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

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

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

A New Hybrid Machine Learning for Cybersecurity Threat Detection Based on Adaptive Boosting

(2019) Ployphan Sornsuwit et al.   APPLIED ARTIFICIAL INTELLIGENCE

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

Machine Learning Based Intrusion Detection Systems for IoT Applications

(2019) Abhishek Verma et al.   WIRELESS PERSONAL COMMUNICATIONS

A Survey of Random Forest Based Methods for Intrusion Detection Systems

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

Detection of advanced persistent threat using machine-learning correlation analysis

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

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

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

DroidDet: Effective and robust detection of android malware using static analysis along with rotation forest model

(2018) Hui-Juan Zhu et al.   NEUROCOMPUTING

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

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

Anomaly-based intrusion detection system through feature selection analysis and building hybrid efficient model

(2018) Shadi Aljawarneh et al.   Journal of Computational Science

Performance Comparison of Support Vector Machine, Random Forest, and Extreme Learning Machine for Intrusion Detection

(2018) Iftikhar Ahmad et al.   IEEE Access

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

Dimensionality reduction with IG-PCA and ensemble classifier for network intrusion detection

(2018) Fadi Salo et al.   Computer Networks

A holistic review of Network Anomaly Detection Systems: A comprehensive survey

(2018) Nour Moustafa et al.   JOURNAL OF NETWORK AND COMPUTER APPLICATIONS

AI-Based Two-Stage Intrusion Detection for Software Defined IoT Networks

(2018) Jiaqi Li et al.   IEEE Internet of Things Journal

HFSTE: Hybrid Feature Selections and Tree-Based Classifiers Ensemble for Intrusion Detection System

(2017) Bayu Adhi TAMA et al.   IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS

Spatial anomaly detection in sensor networks using neighborhood information

(2017) Hedde HWJ Bosman et al.   Information Fusion

An in-depth experimental study of anomaly detection using gradient boosted machine

(2017) Bayu Adhi Tama et al.   NEURAL COMPUTING & APPLICATIONS

Hybridization of computational intelligence methods for attack detection in computer networks

(2017) A. Branitskiy et al.   Journal of Computational Science

HFSTE: Hybrid Feature Selections and Tree-Based Classifiers Ensemble for Intrusion Detection System

(2017) Bayu Adhi TAMA et al.   IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS

Software-Defined-Networking-Enabled Traffic Anomaly Detection and Mitigation

(2017) Daojing He et al.   IEEE Internet of Things Journal

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

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

Industrial Control System Network Intrusion Detection by Telemetry Analysis

(2016) Stanislav Ponomarev et al.   IEEE Transactions on Dependable and Secure Computing

Ensemble based collaborative and distributed intrusion detection systems: A survey

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

Modified parallel random forest for intrusion detection systems

(2016) Saman Masarat et al.   JOURNAL OF SUPERCOMPUTING

Real time intrusion detection system for ultra-high-speed big data environments

(2016) M. Mazhar Rathore et al.   JOURNAL OF SUPERCOMPUTING

An effective combining classifier approach using tree algorithms for network intrusion detection

(2016) Jasmin Kevric et al.   NEURAL COMPUTING & APPLICATIONS

Bagging-TPMiner: a classifier ensemble for masquerader detection based on typical objects

(2016) Miguel Angel Medina-Pérez et al.   SOFT COMPUTING

Guidelines for conducting systematic mapping studies in software engineering: An update

(2015) Kai Petersen et al.   INFORMATION AND SOFTWARE TECHNOLOGY

Intrusion detection system: A comprehensive review

(2012) Hung-Jen Liao et al.   JOURNAL OF NETWORK AND COMPUTER APPLICATIONS

Network intrusion detection using hybrid binary PSO and random forests algorithm

(2012) Arif Jamal Malik et al.   Security and Communication Networks

Taxonomy for characterizing ensemble methods in classification tasks: A review and annotated bibliography

(2009) Lior Rokach   COMPUTATIONAL STATISTICS & DATA ANALYSIS

Advanced nonparametric tests for multiple comparisons in the design of experiments in computational intelligence and data mining: Experimental analysis of power

(2009) Salvador García et al.   INFORMATION SCIENCES