IEEE Transactions on Software Engineering - Special issue on computer security and privacy
Visual information seeking: tight coupling of dynamic query filters with starfield displays
CHI '94 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
A Neural Network for PCA and Beyond
Neural Processing Letters
The rectified Gaussian distribution
NIPS '97 Proceedings of the 1997 conference on Advances in neural information processing systems 10
Adaptive Intrusion Detection: A Data Mining Approach
Artificial Intelligence Review - Issues on the application of data mining
A framework for constructing features and models for intrusion detection systems
ACM Transactions on Information and System Security (TISSEC)
ACM Transactions on Information and System Security (TISSEC)
Intrusion Signatures and Analysis
Intrusion Signatures and Analysis
Computer Intrusion Detection and Network Monitoring: A Statistical Viewpoint
Computer Intrusion Detection and Network Monitoring: A Statistical Viewpoint
Identifying enterprise network vulnerabilities
International Journal of Network Management
Case study: interactive visualization for internet security
Proceedings of the conference on Visualization '02
IEEE Transactions on Visualization and Computer Graphics
An Eye on Network Intruder-Administrator Shootouts
Proceedings of the Workshop on Intrusion Detection and Network Monitoring
Fusion of multiple classifiers for intrusion detection in computer networks
Pattern Recognition Letters
HAPTICS '02 Proceedings of the 10th Symposium on Haptic Interfaces for Virtual Environment and Teleoperator Systems
Unsupervised learning techniques for an intrusion detection system
Proceedings of the 2004 ACM symposium on Applied computing
Maximum and Minimum Likelihood Hebbian Learning for Exploratory Projection Pursuit
Data Mining and Knowledge Discovery
NVisionIP: netflow visualizations of system state for security situational awareness
Proceedings of the 2004 ACM workshop on Visualization and data mining for computer security
Scatter (and other) plots for visualizing user profiling data and network traffic
Proceedings of the 2004 ACM workshop on Visualization and data mining for computer security
SnortView: visualization system of snort logs
Proceedings of the 2004 ACM workshop on Visualization and data mining for computer security
Testing network-based intrusion detection signatures using mutant exploits
Proceedings of the 11th ACM conference on Computer and communications security
Snort - Lightweight Intrusion Detection for Networks
LISA '99 Proceedings of the 13th USENIX conference on System administration
Intrusion detection using hierarchical neural networks
Pattern Recognition Letters
IDGraphs: Intrusion Detection and Analysis Using Histographs
VIZSEC '05 Proceedings of the IEEE Workshops on Visualization for Computer Security
Visualizing Cyber Attacks using IP Matrix
VIZSEC '05 Proceedings of the IEEE Workshops on Visualization for Computer Security
Exploring Three-dimensional Visualization for Intrusion Detection
VIZSEC '05 Proceedings of the IEEE Workshops on Visualization for Computer Security
IDS RainStorm: Visualizing IDS Alarms
VIZSEC '05 Proceedings of the IEEE Workshops on Visualization for Computer Security
A User-centered Look at Glyph-based Security Visualization
VIZSEC '05 Proceedings of the IEEE Workshops on Visualization for Computer Security
Preserving the Big Picture: Visual Network Traffic Analysis with TN
VIZSEC '05 Proceedings of the IEEE Workshops on Visualization for Computer Security
IDGraphs: Intrusion Detection and Analysis Using Stream Compositing
IEEE Computer Graphics and Applications
Detecting distributed scans using high-performance query-driven visualization
Proceedings of the 2006 ACM/IEEE conference on Supercomputing
D-SCIDS: distributed soft computing intrusion detection system
Journal of Network and Computer Applications - Special issue: Network and information security: A computational intelligence approach
Visual Discovery in Computer Network Defense
IEEE Computer Graphics and Applications
A Projection Pursuit Algorithm for Exploratory Data Analysis
IEEE Transactions on Computers
IEEE Transactions on Visualization and Computer Graphics
Info-fuzzy algorithms for mining dynamic data streams
Applied Soft Computing
Intrusion detection using fuzzy association rules
Applied Soft Computing
Detecting compounded anomalous SNMP situations using cooperative unsupervised pattern recognition
ICANN'05 Proceedings of the 15th international conference on Artificial neural networks: formal models and their applications - Volume Part II
Interactive visualization for network and port scan detection
RAID'05 Proceedings of the 8th international conference on Recent Advances in Intrusion Detection
Hierarchical Kohonenen net for anomaly detection in network security
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Curvilinear component analysis: a self-organizing neural network for nonlinear mapping of data sets
IEEE Transactions on Neural Networks
An study of the tree generation algorithms in equation based model learning with low quality data
HAIS'11 Proceedings of the 6th international conference on Hybrid artificial intelligent systems - Volume Part II
Testing ensembles for intrusion detection: On the identification of mutated network scans
CISIS'11 Proceedings of the 4th international conference on Computational intelligence in security for information systems
Incorporating temporal constraints in the planning task of a hybrid intelligent IDS
HAIS'10 Proceedings of the 5th international conference on Hybrid Artificial Intelligence Systems - Volume Part II
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part I
RT-MOVICAB-IDS: Addressing real-time intrusion detection
Future Generation Computer Systems
idMAS-SQL: Intrusion Detection Based on MAS to Detect and Block SQL injection through data mining
Information Sciences: an International Journal
Learning parsimonious dendritic classifiers
Neurocomputing
Optimising operational costs using Soft Computing techniques
Integrated Computer-Aided Engineering
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This study introduces and describes a novel intrusion detection system (IDS) called MOVCIDS (mobile visualization connectionist IDS). This system applies neural projection architectures to detect anomalous situations taking place in a computer network. By its advanced visualization facilities, the proposed IDS allows providing an overview of the network traffic as well as identifying anomalous situations tackled by computer networks, responding to the challenges presented by volume, dynamics and diversity of the traffic, including novel (0-day) attacks. MOVCIDS provides a novel point of view in the field of IDSs by enabling the most interesting projections (based on the fourth order statistics; the kurtosis index) of a massive traffic dataset to be extracted. These projections are then depicted through a functional and mobile visualization interface, providing visual information of the internal structure of the traffic data. The interface makes MOVCIDS accessible from any mobile device to give more accessibility to network administrators, enabling continuous visualization, monitoring and supervision of computer networks. Additionally, a novel testing technique has been developed to evaluate MOVCIDS and other IDSs employing numerical datasets. To show the performance and validate the proposed IDS, it has been tested in different real domains containing several attacks and anomalous situations. In addition, the importance of the temporal dimension on intrusion detection, and the ability of this IDS to process it, are emphasized in this work.