The elements of graphing data
Automating the design of graphical presentations of relational information
ACM Transactions on Graphics (TOG)
The visual display of quantitative information
The visual display of quantitative information
Task-analytic approach to the automated design of graphic presentations
ACM Transactions on Graphics (TOG)
The CAVE: audio visual experience automatic virtual environment
Communications of the ACM
Graph drawing by force-directed placement
Software—Practice & Experience
Looking at large data sets using binned data plots
Computing and graphics in statistics
CHI '94 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Interactive graphic design using automatic presentation knowledge
CHI '94 Conference Companion on Human Factors in Computing Systems
The ImmersaDesk and Infinity Wall projection-based virtual reality displays
ACM SIGGRAPH Computer Graphics
ELIZA—a computer program for the study of natural language communication between man and machine
Communications of the ACM
The Information Mural: A Technique for Displaying and Navigating Large Information Spaces
IEEE Transactions on Visualization and Computer Graphics
Information Visualization and Visual Data Mining
IEEE Transactions on Visualization and Computer Graphics
A Knowledge-Based System for Visualization Design
IEEE Computer Graphics and Applications
Automatic Visualization Method for Visual Data Mining
PAKDD '98 Proceedings of the Second Pacific-Asia Conference on Research and Development in Knowledge Discovery and Data Mining
Avid: automatic visualization interface designer
Avid: automatic visualization interface designer
Random Graphs for Statistical Pattern Recognition
Random Graphs for Statistical Pattern Recognition
The Grammar of Graphics (Statistics and Computing)
The Grammar of Graphics (Statistics and Computing)
IEEE Transactions on Visualization and Computer Graphics
Toward an information visualization workspace: combining multiple means of expression
Human-Computer Interaction
Strategies for crowdsourcing social data analysis
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
ELVIS: Extensible Log VISualization
Proceedings of the Tenth Workshop on Visualization for Cyber Security
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AutoVis is a data viewer that responds to content - text, relational tables, hierarchies, streams, images - and displays the information appropriately (that is, as an expert would). Its design rests on the grammar of graphics, scagnostics and a modeler based on the logic of statistical analysis. We distinguish an automatic visualization system (AVS) from an automated visualization system. The former automatically makes decisions about what is to be visualized. The latter is a programming system for automating the production of charts, graphs and visualizations. An AVS is designed to provide a first glance at data before modeling and analysis are done. AVS is designed to protect researchers from ignoring missing data, outliers, miscodes and other anomalies that can violate statistical assumptions or otherwise jeopardize the validity of models. The design of this system incorporates several unique features: (1) a spare interface - analysts simply drag a data source into an empty window, (2) a graphics generator that requires no user definitions to produce graphs, (3) a statistical analyzer that protects users from false conclusions, and (4) a pattern recognizer that responds to the aspects (density, shape, trend, and so on) that professional statisticians notice when investigating data sets.