Results of the KDD'99 classifier learning

Fusion of multiple classifiers for intrusion detection in computer networks

Pattern Recognition Letters

A Multi-Class SLIPPER System for Intrusion Detection

COMPSAC '04 Proceedings of the 28th Annual International Computer Software and Applications Conference - Volume 01

Anomaly Intrusion Detection Using Multi-Objective Genetic Fuzzy System and Agent-Based Evolutionary Computation Framework

ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining

A hierarchical SOM-based intrusion detection system

Engineering Applications of Artificial Intelligence

Genetic-fuzzy rule mining approach and evaluation of feature selection techniques for anomaly intrusion detection

Pattern Recognition

Adaptive real-time anomaly detection with incremental clustering

Information Security Tech. Report

Pareto-coevolutionary genetic programming for problem decomposition in multi-class classification

Proceedings of the 9th annual conference on Genetic and evolutionary computation

Genetic programming for prevention of cyberterrorism through dynamic and evolving intrusion detection

Decision Support Systems

Why machine learning algorithms fail in misuse detection on KDD intrusion detection data set

Intelligent Data Analysis

Intrusion detection in computer networks by a modular ensemble of one-class classifiers

Information Fusion

An efficient intrusion detection system using a boosting-based learning algorithm

International Journal of Computer Applications in Technology

An anomaly intrusion detection method using the CSI-KNN algorithm

Proceedings of the 2008 ACM symposium on Applied computing

Cluster-based novel concept detection in data streams applied to intrusion detection in computer networks

Proceedings of the 2008 ACM symposium on Applied computing

Autonomous decision on intrusion detection with trained BDI agents

Computer Communications

An adaptive automatically tuning intrusion detection system

ACM Transactions on Autonomous and Adaptive Systems (TAAS)

Enhancing network based intrusion detection for imbalanced data

International Journal of Knowledge-based and Intelligent Engineering Systems

Intrusion detection with evolutionary learning classifier systems

Natural Computing: an international journal

Ensemble of classifiers for detecting network intrusion

Proceedings of the International Conference on Advances in Computing, Communication and Control

A Regression Method to Compare Network Data and Modeling Data Using Generalized Additive Model

Information Security Applications

Novelty detection with application to data streams

Intelligent Data Analysis - Knowledge Discovery from Data Streams

Information fusion for computer security: State of the art and open issues

Information Fusion

Tuning complex event processing rules using the prediction-correction paradigm

Proceedings of the Third ACM International Conference on Distributed Event-Based Systems

Review: The use of computational intelligence in intrusion detection systems: A review

Applied Soft Computing

Threshold-based clustering with merging and regularization in application to network intrusion detection

Computational Statistics & Data Analysis

Improvement in intrusion detection with advances in sensor fusion

IEEE Transactions on Information Forensics and Security

Unsupervised active learning based on hierarchical graph-theoretic clustering

IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics

Combining Feature Selection and Local Modelling in the KDD Cup 99 Dataset

ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part I

Mathematical analysis of sensor fusion for intrusion detection systems

COMSNETS'09 Proceedings of the First international conference on COMmunication Systems And NETworks

A combination of discretization and filter methods for improving classification performance in KDD Cup 99 dataset

IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks

A linear genetic programming approach to intrusion detection

GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII

A modular multiple classifier system for the detection of intrusions in computer networks

MCS'03 Proceedings of the 4th international conference on Multiple classifier systems

Deciding optimal entropic thresholds to calibrate the detection mechanism for variable rate DDoS attacks in ISP domain: honeypot based approach

Journal of Intelligent Manufacturing

A privacy-preserving distributed and incremental learning method for intrusion detection

ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part I

Feature selection and classification in multiple class datasets: An application to KDD Cup 99 dataset

Expert Systems with Applications: An International Journal

Design and analysis of genetic fuzzy systems for intrusion detection in computer networks

Expert Systems with Applications: An International Journal

Exploring discrepancies in findings obtained with the KDD Cup '99 data set

Intelligent Data Analysis

An efficient local region and clustering-based ensemble system for intrusion detection

Proceedings of the 15th Symposium on International Database Engineering & Applications

The role of early stopping and population size in XCS for intrusion detection

SEAL'06 Proceedings of the 6th international conference on Simulated Evolution And Learning

Fuzzy model tuning for intrusion detection systems

ATC'06 Proceedings of the Third international conference on Autonomic and Trusted Computing

Network intrusion detection by combining one-class classifiers

ICIAP'05 Proceedings of the 13th international conference on Image Analysis and Processing

ADWICE – anomaly detection with real-time incremental clustering

ICISC'04 Proceedings of the 7th international conference on Information Security and Cryptology

Multi-class pattern classification using single, multi-dimensional feature-space feature extraction evolved by multi-objective genetic programming and its application to network intrusion detection

Genetic Programming and Evolvable Machines

Automatically building datasets of labeled IP traffic traces: A self-training approach

Applied Soft Computing

Network intrusion detection system: a machine learning approach

Intelligent Decision Technologies

An intelligent algorithm with feature selection and decision rules applied to anomaly intrusion detection

Applied Soft Computing

A network intrusion detection system based on a Hidden Naïve Bayes multiclass classifier

Expert Systems with Applications: An International Journal

Evaluating performance of long short-term memory recurrent neural networks on intrusion detection data

Proceedings of the South African Institute for Computer Scientists and Information Technologists Conference