Stereophonic and surface sound generation for exploratory data analysis
CHI '90 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Visualizing Multivariate Functions, Data, and Distributions
IEEE Computer Graphics and Applications
Auto Visual: Rule-Based Design of Interactive Multivariate Visualizations
IEEE Computer Graphics and Applications
Exploring N-dimensional databases
VIS '90 Proceedings of the 1st conference on Visualization '90
Shape coding of multidimensional data on a microcomputer display
VIS '90 Proceedings of the 1st conference on Visualization '90
Parallel coordinates: a tool for visualizing multi-dimensional geometry
VIS '90 Proceedings of the 1st conference on Visualization '90
Multiresolution multidimensional wavelet brushing
Proceedings of the 7th conference on Visualization '96
Pixel-oriented database visualizations
ACM SIGMOD Record
Multivariate visualization using metric scaling
VIS '97 Proceedings of the 8th conference on Visualization '97
Feature detection in linked derived spaces
Proceedings of the conference on Visualization '98
Proceedings of the conference on Visualization '98
Hierarchical parallel coordinates for exploration of large datasets
VIS '99 Proceedings of the conference on Visualization '99: celebrating ten years
Visualizing high dimensional datasets and multivariate relations (tutorial AM-2)
Tutorial notes of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Fast ordering of large categorical datasets for better visualization
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
VizCluster and its Application on Classifying Gene Expression Data
Distributed and Parallel Databases
IEEE Transactions on Visualization and Computer Graphics
IEEE Transactions on Visualization and Computer Graphics
Designing Pixel-Oriented Visualization Techniques: Theory and Applications
IEEE Transactions on Visualization and Computer Graphics
IEEE Transactions on Visualization and Computer Graphics
Information Visualization and Visual Data Mining
IEEE Transactions on Visualization and Computer Graphics
Polaris: A System for Query, Analysis, and Visualization of Multidimensional Relational Databases
IEEE Transactions on Visualization and Computer Graphics
Visualization Techniques for Mining Large Databases: A Comparison
IEEE Transactions on Knowledge and Data Engineering
SEE: A Spatial Exploration Environment Based on a Direct-Manipulation Paradigm
IEEE Transactions on Knowledge and Data Engineering
Using Projections to Visually Cluster High-Dimensional Data
Computing in Science and Engineering
EventBrowser: A Flexible Tool for Scalable Analysis of Event Data
DSOM '99 Proceedings of the 10th IFIP/IEEE International Workshop on Distributed Systems: Operations and Management: Active Technologies for Network and Service Management
Similarity Clustering of Dimensions for an Enhanced Visualization of Multidimensional Data
INFOVIS '98 Proceedings of the 1998 IEEE Symposium on Information Visualization
Perceptual Benchmarking for Multivariate Data Visualization
Dagstuhl '97, Scientific Visualization
Scalable Visual Hierarchy Exploration
DEXA '00 Proceedings of the 11th International Conference on Database and Expert Systems Applications
Query, analysis, and visualization of hierarchically structured data using Polaris
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Guiding knowledge discovery through interactive data mining
Managing data mining technologies in organizations
High Dimensional Brushing for Interactive Exploration of Multivariate Data
VIS '95 Proceedings of the 6th conference on Visualization '95
INFOVIS '97 Proceedings of the 1997 IEEE Symposium on Information Visualization (InfoVis '97)
Domesticating Bead: adapting an information visualization system to a financial institution
INFOVIS '97 Proceedings of the 1997 IEEE Symposium on Information Visualization (InfoVis '97)
Navigating Hierarchies with Structure-Based Brushes
INFOVIS '99 Proceedings of the 1999 IEEE Symposium on Information Visualization
Angular Brushing of Extended Parallel Coordinates
INFOVIS '02 Proceedings of the IEEE Symposium on Information Visualization (InfoVis'02)
A taxonomy of glyph placement strategies for multidimensional data visualization
Information Visualization
Fourier Harmonic Approach for Visualizing Temporal Patterns of Gene Expression Data
CSB '03 Proceedings of the IEEE Computer Society Conference on Bioinformatics
Intelligent data analysis
InterRing: a visual interface for navigating and manipulating hierarchies
Information Visualization
A model and software system for coordinated and multiple views in exploratory visualization
Information Visualization - Special issue on coordinated and multiple views in exploratory visualization
Information Visualization - Special issue of selected and extended InfoVis 03 papers
Mining logs files for data-driven system management
ACM SIGKDD Explorations Newsletter - Natural language processing and text mining
Visualization and semantic analysis of geographic metadata
Proceedings of the 2005 workshop on Geographic information retrieval
A rank-by-feature framework for interactive exploration of multidimensional data
Information Visualization
Visual exploration of genetic likelihood space
Proceedings of the 2006 ACM symposium on Applied computing
iVIBRATE: Interactive visualization-based framework for clustering large datasets
ACM Transactions on Information Systems (TOIS)
Apriori algorithm and game-of-life for predictive analysis in materials science
International Journal of Knowledge-based and Intelligent Engineering Systems - Soft Computing and its Applications to E-Business
Visualizing time-oriented data-A systematic view
Computers and Graphics
Fast ordering of large categorical datasets for visualization
Intelligent Data Analysis
Visualization of Heterogeneous Data
IEEE Transactions on Visualization and Computer Graphics
Toward a Deeper Understanding of the Role of Interaction in Information Visualization
IEEE Transactions on Visualization and Computer Graphics
Nugget discovery in visual exploration environments by query consolidation
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
Managing discoveries in the visual analytics process
ACM SIGKDD Explorations Newsletter - Special issue on visual analytics
Polaris: a system for query, analysis, and visualization of multidimensional databases
Communications of the ACM - Remembering Jim Gray
Mining Patterns for Visual Interpretation in a Multiple-Views Environment
Visual Data Mining
Graph-Based Visual Analytic Tools for Parallel Coordinates
ISVC '08 Proceedings of the 4th International Symposium on Advances in Visual Computing, Part II
Visual exploration of categorical and mixed data sets
Proceedings of the ACM SIGKDD Workshop on Visual Analytics and Knowledge Discovery: Integrating Automated Analysis with Interactive Exploration
Visual data mining of multimedia data for social and behavioral studies
Information Visualization
Advanced Engineering Informatics
Visual exploration of algorithm parameter space
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
VIEW'06 Proceedings of the 1st first visual information expert conference on Pixelization paradigm
Visual analysis of mixed data sets using interactive quantification
ACM SIGKDD Explorations Newsletter
Interactive detection of network anomalies via coordinated multiple views
Proceedings of the Seventh International Symposium on Visualization for Cyber Security
The discovery of hierarchical cluster structures assisted by a visualization technique
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: theory and algorithms - Volume Part I
INFOVIS'03 Proceedings of the Ninth annual IEEE conference on Information visualization
Mapping nominal values to numbers for effective visualization
INFOVIS'03 Proceedings of the Ninth annual IEEE conference on Information visualization
INFOVIS'03 Proceedings of the Ninth annual IEEE conference on Information visualization
A top-down approach for hierarchical cluster exploration by visualization
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications: Part I
A parallel coordinates visualization for the uncapaciated examination timetabling problem
IVIC'11 Proceedings of the Second international conference on Visual informatics: sustaining research and innovations - Volume Part I
Combining pixelization and dimensional stacking
ISVC'06 Proceedings of the Second international conference on Advances in Visual Computing - Volume Part II
Exploration through enrichment: a visual analytics approach for animal movement
Proceedings of the 19th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
Hifocon: object and dimensional coherence and correlation in multidimensional visualization
ISVC'05 Proceedings of the First international conference on Advances in Visual Computing
Mining images of material nanostructure data
ICDCIT'06 Proceedings of the Third international conference on Distributed Computing and Internet Technology
Artificial Intelligence in Medicine
MoireTrees: visualization and interaction for multi-hierarchical data
EUROVIS'05 Proceedings of the Seventh Joint Eurographics / IEEE VGTC conference on Visualization
Interactive visualization of multi-field medical data using linked physical and feature-space views
EUROVIS'07 Proceedings of the 9th Joint Eurographics / IEEE VGTC conference on Visualization
Case study: visual analysis of complex, time-dependent simulation results of a diesel exhaust system
VISSYM'04 Proceedings of the Sixth Joint Eurographics - IEEE TCVG conference on Visualization
VISSYM'04 Proceedings of the Sixth Joint Eurographics - IEEE TCVG conference on Visualization
Evaluation of cluster identification performance for different PCP variants
EuroVis'10 Proceedings of the 12th Eurographics / IEEE - VGTC conference on Visualization
Supporting exploratory analysis with the select & slice table
EuroVis'10 Proceedings of the 12th Eurographics / IEEE - VGTC conference on Visualization
Brushing moments in interactive visual analysis
EuroVis'10 Proceedings of the 12th Eurographics / IEEE - VGTC conference on Visualization
EuroVis'09 Proceedings of the 11th Eurographics / IEEE - VGTC conference on Visualization
Special Section on Touching the 3rd Dimension: Prototyping 3D haptic data visualizations
Computers and Graphics
CommunityCompare: visually comparing communities for online community leaders in the enterprise
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Guiding the interactive exploration of metabolic pathway interconnections
Information Visualization
Visual exploration of classification models for various data types in risk assessment
Information Visualization - Special issue on Best Papers of Visual Analytics Science and Technology (VAST) 2010
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Much of the attention in visualization research has focussed on data rooted in physical phenomena, which is generally limited to three or four dimensions. However, many sources of data do not share this dimensional restriction. A critical problem in the analysis of such data is providing researchers with tools to gain insights into characteristics of the data, such as anomalies and patterns. Several visualization methods have been developed to address this problem, and each has its strengths and weaknesses. This paper describes a system named XmdvTool which integrates several of the most common methods for projecting multivariate data onto a two-dimensional screen. This integration allows users to explore their data in a variety of formats with ease. A view enhancement mechanism called an N-dimensional brush is also described. The brush allows users to gain insights into spatial relationships over N dimensions by highlighting data which falls within a user-specified subspace.