CHI '86 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Worlds within worlds: metaphors for exploring n-dimensional virtual worlds
UIST '90 Proceedings of the 3rd annual ACM SIGGRAPH symposium on User interface software and technology
OHSUMED: an interactive retrieval evaluation and new large test collection for research
SIGIR '94 Proceedings of the 17th annual international ACM SIGIR conference on Research and development in information retrieval
Self-organizing maps
Dynamic Graphics for Statistics
Dynamic Graphics for Statistics
On the Use of Self-Organizing Maps for Clustering and Visualization
PKDD '99 Proceedings of the Third European Conference on Principles of Data Mining and Knowledge Discovery
Optimal Dimension Order: A Generic Technique for the Similarity Join
DaWaK 2000 Proceedings of the 4th International Conference on Data Warehousing and Knowledge Discovery
Similarity Clustering of Dimensions for an Enhanced Visualization of Multidimensional Data
INFOVIS '98 Proceedings of the 1998 IEEE Symposium on Information Visualization
Visual hierarchical dimension reduction for exploration of high dimensional datasets
VISSYM '03 Proceedings of the symposium on Data visualisation 2003
Recursive Pattern: A Technique for Visualizing Very Large Amounts of Data
VIS '95 Proceedings of the 6th conference on Visualization '95
Polaris: A System for Query, Analysis and Visualization of Multi-Dimensional Relational Databases
INFOVIS '00 Proceedings of the IEEE Symposium on Information Vizualization 2000
InterRing: An Interactive Tool for Visually Navigating and Manipulating Hierarchical Structures
INFOVIS '02 Proceedings of the IEEE Symposium on Information Visualization (InfoVis'02)
A taxonomy of glyph placement strategies for multidimensional data visualization
Information Visualization
Exploring N-dimensional databases
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
XmdvTool: integrating multiple methods for visualizing multivariate data
VIS '94 Proceedings of the conference on Visualization '94
Semiology of graphics
A rank-by-feature framework for interactive exploration of multidimensional data
Information Visualization
Visual Analysis of the Air Pollution Problem in Hong Kong
IEEE Transactions on Visualization and Computer Graphics
High-dimensional data visualisation: The textile plot
Computational Statistics & Data Analysis
An optimization-based approach to dynamic data transformation for smart visualization
Proceedings of the 13th international conference on Intelligent user interfaces
VIEW'06 Proceedings of the 1st first visual information expert conference on Pixelization paradigm
ACM SIGKDD Explorations Newsletter
Wakame: sense making of multi-dimensional spatial-temporal data
Proceedings of the International Conference on Advanced Visual Interfaces
A study of hierarchical correlation clustering for scientific volume data
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part III
Coaxial interactive viewer: a multi-dimensional data visualization with spatial distortional views
Proceedings of the 2011 Visual Information Communication - International Symposium
ACM Transactions on Intelligent Systems and Technology (TIST)
Combining pixelization and dimensional stacking
ISVC'06 Proceedings of the Second international conference on Advances in Visual Computing - Volume Part II
Hifocon: object and dimensional coherence and correlation in multidimensional visualization
ISVC'05 Proceedings of the First international conference on Advances in Visual Computing
Analyzing the role of dimension arrangement for data visualization in radviz
PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
The student activity meter for awareness and self-reflection
CHI '12 Extended Abstracts on Human Factors in Computing Systems
The product explorer: decision making with ease
Proceedings of the International Working Conference on Advanced Visual Interfaces
Visualizing clusters in parallel coordinates for visual knowledge discovery
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
Selecting Coherent and Relevant Plots in Large Scatterplot Matrices
Computer Graphics Forum
Visual clustering in parallel coordinates
EuroVis'08 Proceedings of the 10th Joint Eurographics / IEEE - VGTC conference on Visualization
Splatting the lines in parallel coordinates
EuroVis'09 Proceedings of the 11th Eurographics / IEEE - VGTC conference on Visualization
Structural decomposition trees
EuroVis'11 Proceedings of the 13th Eurographics / IEEE - VGTC conference on Visualization
Visualizing high-dimensional structures by dimension ordering and filtering using subspace analysis
EuroVis'11 Proceedings of the 13th Eurographics / IEEE - VGTC conference on Visualization
Towards high-dimensional data analysis in air quality research
EuroVis '13 Proceedings of the 15th Eurographics Conference on Visualization
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Large numbers of dimensions not only cause clutter in multi-dimensional visualizations, but also make it difficult for users to navigate the data space. Effective dimension management, such as dimension ordering, spacing and filtering, is critical for visual exploration of such datasets. Dimension ordering and spacing explicitly reveal dimension relationships in arrangement-sensitive multidimensional visualization techniques, such as Parallel Coordinates, Star Glyphs, and Pixel-Oriented techniques. They facilitate the visual discovery of patterns within the data. Dimension filtering hides some of the dimensions to reduce clutter while preserving the major information of the dataset. In this paper, we propose an interactive hierarchical dimension ordering, spacing and filtering approach, called DOSFA. DOSFA is based on dimension hierarchies derived from similarities among dimensions. It is a scalable multi-resolution approach making dimensional management a tractable task. On the one hand, it automatically generates default settings for dimension ordering, spacing and filtering. On the other hand, it allows users to efficiently control all aspects of this dimension management process via visual interaction tools for dimension hierarchy manipulation. A case study visualizing a dataset containing over 200 dimensions reveals how our proposed approach greatly improves the effectiveness of high dimensional visualization techniques.