Externalising abstract mathematical models
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Visualization Techniques for Mining Large Databases: A Comparison
IEEE Transactions on Knowledge and Data Engineering
Comparative Multivariate Visualization Across Conceptually Different Graphic Displays
Proceedings of the Seventh International Working Conference on Scientific and Statistical Database Management
Parallel coordinates: a tool for visualizing multi-dimensional geometry
VIS '90 Proceedings of the 1st conference on Visualization '90
XmdvTool: integrating multiple methods for visualizing multivariate data
VIS '94 Proceedings of the conference on Visualization '94
VizCraft (case study): a multimensional visualization tool for aircraft configuration design
VIS '99 Proceedings of the conference on Visualization '99: celebrating ten years
Multidimensional information visualization through sliding rods
AVI '00 Proceedings of the working conference on Advanced visual interfaces
VizCraft: a problem-solving environment for aircraft configuration design
Computing in Science and Engineering
Business information visualization
Communications of the AIS
Visualizing multi-dimensional clusters, trends, and outliers using star coordinates
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
A radial focus+context visualization for multi-dimensional functions
Proceedings of the conference on Visualization '02
An Augmented Visual Query Mechanism for Finding Patterns in Time Series Data
FQAS '02 Proceedings of the 5th International Conference on Flexible Query Answering Systems
Visualization Techniques for Time-Oriented, Skeletal Plans in Medical Therapy Planning
AIMDM '99 Proceedings of the Joint European Conference on Artificial Intelligence in Medicine and Medical Decision Making
An Operator Interaction Framework for Visualization Systems
INFOVIS '98 Proceedings of the 1998 IEEE Symposium on Information Visualization
Multi-Faceted Insight Through Interoperable Visual Information Analysis Paradigms
INFOVIS '98 Proceedings of the 1998 IEEE Symposium on Information Visualization
The human-computer interaction handbook
The Automated Multidimensional Detective
INFOVIS '99 Proceedings of the 1999 IEEE Symposium on Information Visualization
Proceedings of the 2003 ACM symposium on Applied computing
An Interactive Visual Interface for Online Product Catalogs
Electronic Commerce Research
Passive visual fingerprinting of network attack tools
Proceedings of the 2004 ACM workshop on Visualization and data mining for computer security
Proceedings of the 35th conference on Winter simulation: driving innovation
iVIBRATE: Interactive visualization-based framework for clustering large datasets
ACM Transactions on Information Systems (TOIS)
Outlier-Preserving Focus+Context Visualization in Parallel Coordinates
IEEE Transactions on Visualization and Computer Graphics
Geometric visualization of clusters obtained from fuzzy clustering algorithms
Pattern Recognition
Discussion: Interacting with parallel coordinates
Interacting with Computers
Kaleidomaps: a new technique for the visualization of multivariate time-series data
Information Visualization
Managing discoveries in the visual analytics process
ACM SIGKDD Explorations Newsletter - Special issue on visual analytics
DataMeadow: a visual canvas for analysis of large-scale multivariate data
Information Visualization - Special issue on visual analytics science and technology
What Hides in Dimension X? A Quest for Visualizing Particle Swarms
ANTS '08 Proceedings of the 6th international conference on Ant Colony Optimization and Swarm Intelligence
Visualising the Dynamics of Unfolding Interactions on Mobile Devices
ER '08 Proceedings of the ER 2008 Workshops (CMLSA, ECDM, FP-UML, M2AS, RIGiM, SeCoGIS, WISM) on Advances in Conceptual Modeling: Challenges and Opportunities
Visual RBF network design based on Star Coordinates
Advances in Engineering Software
VISPLORE: a toolkit to explore particle swarms by visual inspection
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Seismo-surfer: a prototype for collecting, querying, and mining seismic data
PCI'01 Proceedings of the 8th Panhellenic conference on Informatics
CloudVista: visual cluster exploration for extreme scale data in the cloud
SSDBM'11 Proceedings of the 23rd international conference on Scientific and statistical database management
HOV3: an approach to visual cluster analysis
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
Exploring hierarchical rule systems in parallel coordinates
IDA'05 Proceedings of the 6th international conference on Advances in Intelligent Data Analysis
Metaphors of movement: a visualization and user interface for time-oriented, skeletal plans
Artificial Intelligence in Medicine
Many objective robust decision making for complex environmental systems undergoing change
Environmental Modelling & Software
Many objective visual analytics: rethinking the design of complex engineered systems
Structural and Multidisciplinary Optimization
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The display of multivariate datasets in parallel coordinates, transforms the search for relations among the variables into a 2-D pattern recognition problem. This is the basis for the application to visual data mining. The knowledge discovery process together with some general guidelines are illustrated on a dataset from the production of a VLSI chip. The special strength of parallel coordinates is in modeling relations. As an example, a simplified economic model is constructed with data from various economic sectors of a real country. The visual model shows the interelationship and dependencies between the sectors, circumstances where there is competition for the same resource, and feasible economic policies. Interactively, the model can be used to do trade-off analyses, discover sensitivities, do approximate optimization, monitor (as in a process) and provide decision support.