The grand tour: a tool for viewing multidimensional data
SIAM Journal on Scientific and Statistical Computing
CHI '86 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
The visual display of quantitative information
The visual display of quantitative information
Envisioning information
The perspective wall: detail and context smoothly integrated
CHI '91 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Cone Trees: animated 3D visualizations of hierarchical information
CHI '91 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Tree visualization with tree-maps: 2-d space-filling approach
ACM Transactions on Graphics (TOG)
Dynamic queries for information exploration: an implementation and evaluation
CHI '92 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
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
CHI '94 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Laying out and visualizing large trees using a hyperbolic space
UIST '94 Proceedings of the 7th annual ACM symposium on User interface software and technology
UIST '94 Proceedings of the 7th annual ACM symposium on User interface software and technology
Treemaps: visualizing hierarchical and categorical data
Treemaps: visualizing hierarchical and categorical data
Communications of the ACM
Visualizing the structure of the World Wide Web in 3D hyperbolic space
VRML '95 Proceedings of the first symposium on Virtual reality modeling language
A focus+context technique based on hyperbolic geometry for visualizing large hierarchies
CHI '95 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Enhanced dynamic queries via movable filters
CHI '95 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Pad++: advances in multiscale interfaces
CHI '94 Conference Companion on Human Factors in Computing Systems
Issues in visualizing large databases
Proceedings of the third IFIP WG2.6 working conference on Visual database systems 3 (VDB-3)
Proceedings of the conference on Visualization '98
Visualizing Data
Graph Drawing: Algorithms for the Visualization of Graphs
Graph Drawing: Algorithms for the Visualization of Graphs
Computers and Intractability: A Guide to the Theory of NP-Completeness
Computers and Intractability: A Guide to the Theory of NP-Completeness
IEEE Transactions on Visualization and Computer Graphics
IEEE Computer Graphics and Applications
Auto Visual: Rule-Based Design of Interactive Multivariate Visualizations
IEEE Computer Graphics and Applications
VisDB: Database Exploration Using Multidimensional Visualization
IEEE Computer Graphics and Applications
Visualization Techniques for Mining Large Databases: A Comparison
IEEE Transactions on Knowledge and Data Engineering
Supporting Data Mining of Large Databases by Visual Feedback Queries
Proceedings of the Tenth International Conference on Data Engineering
Proceedings of the IEEE Visualization '95 Workshop on Database Issues for Data Visualization
Similarity Clustering of Dimensions for an Enhanced Visualization of Multidimensional Data
INFOVIS '98 Proceedings of the 1998 IEEE Symposium on Information Visualization
Recursive Pattern: A Technique for Visualizing Very Large Amounts of Data
VIS '95 Proceedings of the 6th conference on Visualization '95
IVEE: an Information Visualization and Exploration Environment
INFOVIS '95 Proceedings of the 1995 IEEE Symposium on Information Visualization
Visualization for functional design
INFOVIS '95 Proceedings of the 1995 IEEE Symposium on Information Visualization
Research report: information animation applications in the capital markets
INFOVIS '95 Proceedings of the 1995 IEEE Symposium on Information Visualization
Research report: DataSpace: 3-D visualizations of large databases
INFOVIS '95 Proceedings of the 1995 IEEE Symposium on Information Visualization
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
Interactive data visualization using focusing and linking
VIS '91 Proceedings of the 2nd conference on Visualization '91
VIS '91 Proceedings of the 2nd conference on Visualization '91
Navigating large networks with hierarchies
VIS '93 Proceedings of the 4th conference on Visualization '93
XmdvTool: integrating multiple methods for visualizing multivariate data
VIS '94 Proceedings of the conference on Visualization '94
Ant colony system: a cooperative learning approach to the traveling salesman problem
IEEE Transactions on Evolutionary Computation
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
Visual exploration of large data sets
Communications of the ACM
Visualizing and investigating multidimensional functions
VISSYM '02 Proceedings of the symposium on Data Visualisation 2002
Information Visualization and Visual Data Mining
IEEE Transactions on Visualization and Computer Graphics
IEEE Transactions on Visualization and Computer Graphics
On Geometry and Transformation in Map-Like Information Visualization
Visual Interfaces to Digital Libraries [JCDL 2002 Workshop]
Case studies: Public domain, single mining tasks systems: VisDB
Handbook of data mining and knowledge discovery
Intelligent data analysis
Pixel bar charts: a visualization technique for very large multi-attribute data sets
Information Visualization
Home-centric visualization of network traffic for security administration
Proceedings of the 2004 ACM workshop on Visualization and data mining for computer security
A new pixel-oriented visualization technique through color image
Information Visualization
Visual analysis of network centralities
APVis '06 Proceedings of the 2006 Asia-Pacific Symposium on Information Visualisation - Volume 60
Proceedings of the 2006 AVI workshop on BEyond time and errors: novel evaluation methods for information visualization
Interactive Visual Analysis of Families of Function Graphs
IEEE Transactions on Visualization and Computer Graphics
Visualization of Geo-spatial Point Sets via Global Shape Transformation and Local Pixel Placement
IEEE Transactions on Visualization and Computer Graphics
IEEE Transactions on Visualization and Computer Graphics
Value-Cell Bar Charts for Visualizing Large Transaction Data Sets
IEEE Transactions on Visualization and Computer Graphics
A Taxonomy of Clutter Reduction for Information Visualisation
IEEE Transactions on Visualization and Computer Graphics
An automated approach for the optimization of pixel-based visualizations
Information Visualization
Kaleidomaps: a new technique for the visualization of multivariate time-series data
Information Visualization
Towards a conceptual framework for visual analytics of time and time-oriented data
Proceedings of the 39th conference on Winter simulation: 40 years! The best is yet to come
The spatial-perceptual design space: a new comprehension for data visualization
Information Visualization
Extreme visualization: squeezing a billion records into a million pixels
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Visualizing antenna design spaces
AVI '08 Proceedings of the working conference on Advanced visual interfaces
Visualizing program similarity in the Ac plagiarism detection system
AVI '08 Proceedings of the working conference on Advanced visual interfaces
DataMeadow: a visual canvas for analysis of large-scale multivariate data
Information Visualization - Special issue on visual analytics science and technology
Scable and interactive visual analysis of financal wire transactions for fraud detection
Information Visualization - Special issue on visual analytics science and technology
Backhoe, a Packet Trace and Log Browser
VizSec '08 Proceedings of the 5th international workshop on Visualization for Computer Security
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Enabling customer relationship management in ISP services through mining usage patterns
Expert Systems with Applications: An International Journal
Scalable pixel based visual data exploration
VIEW'06 Proceedings of the 1st first visual information expert conference on Pixelization paradigm
Dynamic display of turnaround time via interactive 2D images
VIEW'06 Proceedings of the 1st first visual information expert conference on Pixelization paradigm
Pixelizing data cubes: a block-based approach
VIEW'06 Proceedings of the 1st first visual information expert conference on Pixelization paradigm
VIEW'06 Proceedings of the 1st first visual information expert conference on Pixelization paradigm
A graphical tool for monitoring the usage of modules in course management systems
VIEW'06 Proceedings of the 1st first visual information expert conference on Pixelization paradigm
Multiscale scatterplot matrix for visual and interactive exploration of metabonomic data
VIEW'06 Proceedings of the 1st first visual information expert conference on Pixelization paradigm
T-map: a topological approach to visual exploration of time-varying volume data
ISHPC'05/ALPS'06 Proceedings of the 6th international symposium on high-performance computing and 1st international conference on Advanced low power systems
Journal of Visual Languages and Computing
Panopticon: a scalable monitoring system
SAICSIT '10 Proceedings of the 2010 Annual Research Conference of the South African Institute of Computer Scientists and Information Technologists
Fractal map: fractal-based 2D expansion method for multi-scale high-dimensional data visualization
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part I
Exploring high-D spaces with multiform matrices and small multiples
INFOVIS'03 Proceedings of the Ninth annual IEEE conference on Information visualization
Information Visualization - Special issue on selected papers from visualization and data analysis 2010
Monitoring large IP spaces with ClockView
Proceedings of the 8th International Symposium on Visualization for Cyber Security
Multivariate data visualization: a review from the perception aspect
HI'11 Proceedings of the 2011 international conference on Human interface and the management of information - Volume Part I
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
Proceedings of the 3rd BELIV'10 Workshop: BEyond time and errors: novel evaLuation methods for Information Visualization
Selection of the optimal parameter value for the ISOMAP algorithm
MICAI'05 Proceedings of the 4th Mexican international conference on Advances in Artificial Intelligence
Improvement of data visualization based on ISOMAP
MICAI'05 Proceedings of the 4th Mexican international conference on Advances in Artificial Intelligence
A simple dense pixel visualization for mobile sensor data mining
Sensor-KDD'08 Proceedings of the Second international conference on Knowledge Discovery from Sensor Data
Sybil attack detection through global topology pattern visualization
Information Visualization
Information Visualization - Special issue on State of the Field and New Research Directions
See what you know: analyzing data distribution to improve density map visualization
EUROVIS'07 Proceedings of the 9th Joint Eurographics / IEEE VGTC conference on Visualization
Shape-embedded-histograms for visual data mining
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
Selecting Coherent and Relevant Plots in Large Scatterplot Matrices
Computer Graphics Forum
Visual boosting in pixel-based visualizations
EuroVis'11 Proceedings of the 13th Eurographics / IEEE - VGTC conference on Visualization
The importance of tracing data through the visualization pipeline
Proceedings of the 2012 BELIV Workshop: Beyond Time and Errors - Novel Evaluation Methods for Visualization
Evaluation of alternative glyph designs for time series data in a small multiple setting
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
W2GIS'13 Proceedings of the 12th international conference on Web and Wireless Geographical Information Systems
ChurnVis: visualizing mobile telecommunications churn on a social network with attributes
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
A fractal-based 2D expansion method for multi-scale volume data visualization
Journal of Visualization
imMens: real-time visual querying of big data
EuroVis '13 Proceedings of the 15th Eurographics Conference on Visualization
Hi-index | 0.02 |
Visualization techniques are of increasing importance in exploring and analyzing large amounts of multidimensional information. One important class of visualization techniques which is particularly interesting for visualizing very large multidimensional data sets is the class of pixel-oriented techniques. The basic idea of pixel-oriented visualization techniques is to represent as many data objects as possible on the screen at the same time by mapping each data value to a pixel of the screen and arranging the pixels adequately. A number of different pixel-oriented visualization techniques have been proposed in recent years and it has been shown that the techniques are useful for visual data exploration in a number of different application contexts. In this paper, we discuss a number of issues which are of high importance in developing pixel-oriented visualization techniques. The major goal of this article is to provide a formal basis of pixel-oriented visualization techniques and show that the design decisions in developing them can be seen as solutions of well-defined optimization problems. This is true for the mapping of the data values to colors, the arrangement of pixels inside the subwindows, the shape of the subwindows, and the ordering of the dimension subwindows. The paper also discusses the design issues of special variants of pixel-oriented techniques for visualizing large spatial data sets. The optimization functions for the mentioned design decisions are important for the effectiveness of the resulting visualizations. We show this by evaluating the optimization functions and comparing the results to the visualizations obtained in a number of different application.