The grand tour: a tool for viewing multidimensional data
SIAM Journal on Scientific and Statistical Computing
The visual display of quantitative information
The visual display of quantitative information
Term-weighting approaches in automatic text retrieval
Information Processing and Management: an International Journal
Envisioning information
Visualizing n-dimensional virtual worlds with n-vision
I3D '90 Proceedings of the 1990 symposium on Interactive 3D graphics
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
Hy+: a Hygraph-based query and visualization system
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
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
IVEE: an environment for automatic creation of dynamic queries applications
CHI '95 Conference Companion on Human Factors in Computing Systems
An effective hash-based algorithm for mining association rules
SIGMOD '95 Proceedings of the 1995 ACM SIGMOD international conference on Management of data
VisDB: a system for visualizing large databases
SIGMOD '95 Proceedings of the 1995 ACM SIGMOD international conference on Management of data
Issues in visualizing large databases
Proceedings of the third IFIP WG2.6 working conference on Visual database systems 3 (VDB-3)
The art of computer programming, volume 3: (2nd ed.) sorting and searching
The art of computer programming, volume 3: (2nd ed.) sorting and searching
Visualizing Data
IEEE Transactions on Visualization and Computer Graphics
IEEE Computer Graphics and Applications
VisDB: Database Exploration Using Multidimensional Visualization
IEEE Computer Graphics and Applications
FLEX: A Tolerant and Cooperative User Interface to Databases
IEEE Transactions on Knowledge and Data Engineering
Data-Driven Discovery of Quantitative Rules in Relational Databases
IEEE Transactions on Knowledge and Data Engineering
Systems for Knowledge Discovery in Databases
IEEE Transactions on Knowledge and Data Engineering
Knowledge Mining by Imprecise Querying: A Classification-Based Approach
Proceedings of the Eighth International Conference on Data Engineering
Supporting Data Mining of Large Databases by Visual Feedback Queries
Proceedings of the Tenth International Conference on Data Engineering
Supporting High-Bandwidth Navigation in Object-Bases
Proceedings of the Tenth International Conference on Data Engineering
Efficient and Effective Clustering Methods for Spatial Data Mining
VLDB '94 Proceedings of the 20th International Conference on Very Large Data Bases
Fast Algorithms for Mining Association Rules in Large Databases
VLDB '94 Proceedings of the 20th International Conference on Very Large Data Bases
Proceedings of the IEEE Visualization '95 Workshop on Database Issues for Data Visualization
Evaluating Weighted Search Terms as Booleau Queries
Proceedings of the GI/GMD-Workshop on Information Retrieval
Recursive Pattern: A Technique for Visualizing Very Large Amounts of Data
VIS '95 Proceedings of the 6th conference on Visualization '95
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
XmdvTool: integrating multiple methods for visualizing multivariate data
VIS '94 Proceedings of the conference on Visualization '94
Pixel-oriented database visualizations
ACM SIGMOD Record
Displaying data in multidimensional relevance space with 2D visualization maps
VIS '97 Proceedings of the 8th conference on Visualization '97
Visualizing customer segmentations produce by self organizing maps (case study)
VIS '97 Proceedings of the 8th conference on Visualization '97
RuleViz: a model for visualizing knowledge discovery process
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Visualization and interactive feature selection for unsupervised data
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Case study: interactive visualization for internet security
Proceedings of the conference on Visualization '02
Designing Pixel-Oriented Visualization Techniques: Theory and Applications
IEEE Transactions on Visualization and Computer Graphics
Visual exploration of production data using small multiples design with non-uniform color mapping
Computers and Industrial Engineering
Knowledge discovery through self-organizing maps: data visualization and query processing
Knowledge and Information Systems
A User-Driven Process for Mining Association Rules
PKDD '00 Proceedings of the 4th European Conference on Principles of Data Mining and Knowledge Discovery
Analyzing Quantitative Databases: Image is Everything
Proceedings of the 27th International Conference on Very Large Data Bases
Join Indices as a Tool for Spatial Data Mining
TSDM '00 Proceedings of the First International Workshop on Temporal, Spatial, and Spatio-Temporal Data Mining-Revised Papers
Data Visualization and Analysis with Self-Organizing Maps in Learning Metrics
DaWaK '01 Proceedings of the Third International Conference on Data Warehousing and Knowledge Discovery
DVIZ: A System for Visualizing Data Mining
PAKDD '99 Proceedings of the Third Pacific-Asia Conference on Methodologies for Knowledge Discovery and Data Mining
AViz: A Visualization System for Discovering Numeric Association Rules
PADKK '00 Proceedings of the 4th Pacific-Asia Conference on Knowledge Discovery and Data Mining, Current Issues and New Applications
CViz: An Interactive Visualization System for Rule Induction
AI '00 Proceedings of the 13th Biennial Conference of the Canadian Society on Computational Studies of Intelligence: Advances in Artificial Intelligence
Eureka!: A Tool for Interactive Knowledge Discovery
DEXA '02 Proceedings of the 13th International Conference on Database and Expert Systems Applications
Case studies: Public domain, single mining tasks systems: VisDB
Handbook of data mining and knowledge discovery
An interactive visualization system for mining association rules
Data mining, rough sets and granular computing
FlexiMine – A Flexible Platform for KDD Research and Application Development
Annals of Mathematics and Artificial Intelligence
INFOVIS '97 Proceedings of the 1997 IEEE Symposium on Information Visualization (InfoVis '97)
Multidimensionality in statistical, OLAP, and scientific databases
Multidimensional databases
The parallel coordinate plot in action: design and use for geographic visualization
Computational Statistics & Data Analysis - Data visualization
TeraScope: distributed visual data mining of terascale data sets over photonic networks
Future Generation Computer Systems - iGrid 2002
Postprocessing Decision Trees to Extract Actionable Knowledge
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Visualization of association rules over relational DBMSs
Proceedings of the 2003 ACM symposium on Applied computing
A visualization model of interactive knowledge discovery systems and its implementations
Information Visualization
Discovery of temporal patterns from process instances
Computers in Industry - Special issue: Process/workflow mining
Conceptual construction on incomplete survey data
Data & Knowledge Engineering
Experimental study on evaluation of multidimensional information visualization techniques
CLIHC '05 Proceedings of the 2005 Latin American conference on Human-computer interaction
Coordinating views in the InfoVis toolkit
Proceedings of the working conference on Advanced visual interfaces
A Visualization System for Space-Time and Multivariate Patterns (VIS-STAMP)
IEEE Transactions on Visualization and Computer Graphics
Outlier-Preserving Focus+Context Visualization in Parallel Coordinates
IEEE Transactions on Visualization and Computer Graphics
Extracting Actionable Knowledge from Decision Trees
IEEE Transactions on Knowledge and Data Engineering
Visual Analytics: A 2D-3D visualization support for human-centered rule mining
Computers and Graphics
A New Approach of Data Clustering Using a Flock of Agents
Evolutionary Computation
Using Nested Surfaces for Visual Detection of Structures in Databases
Visual Data Mining
Mining Patterns for Visual Interpretation in a Multiple-Views Environment
Visual Data Mining
Discovering Communicable Models from Earth Science Data
Computational Discovery of Scientific Knowledge
International Journal of Approximate Reasoning
FpViz: a visualizer for frequent pattern mining
Proceedings of the ACM SIGKDD Workshop on Visual Analytics and Knowledge Discovery: Integrating Automated Analysis with Interactive Exploration
Automatic Clustering Using a Synergy of Genetic Algorithm and Multi-objective Differential Evolution
HAIS '09 Proceedings of the 4th International Conference on Hybrid Artificial Intelligence Systems
Visual intelligence density: definition, measurement, and implementation
Proceedings of the 10th International Conference NZ Chapter of the ACM's Special Interest Group on Human-Computer Interaction
From Random to Hierarchical Data through an Irregular Pyramidal Structure
GbRPR '09 Proceedings of the 7th IAPR-TC-15 International Workshop on Graph-Based Representations in Pattern Recognition
Expert-guided subgroup discovery: methodology and application
Journal of Artificial Intelligence Research
Automatic clustering with multi-objective differential evolution algorithms
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Data Clustering Using Multi-objective Differential Evolution Algorithms
Fundamenta Informaticae
VIEW'06 Proceedings of the 1st first visual information expert conference on Pixelization paradigm
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
ADBIS'07 Proceedings of the 11th East European conference on Advances in databases and information systems
FIsViz: a frequent itemset visualizer
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
FpVAT: a visual analytic tool for supporting frequent pattern mining
ACM SIGKDD Explorations Newsletter
CloseViz: visualizing useful patterns
Proceedings of the ACM SIGKDD Workshop on Useful Patterns
Exploring high-D spaces with multiform matrices and small multiples
INFOVIS'03 Proceedings of the Ninth annual IEEE conference on Information visualization
Visualization technology for the financial decision models of DSS
ICCOMP'06 Proceedings of the 10th WSEAS international conference on Computers
Human-centered visualization environments
Human-centered visualization environments
Editorial: Challenging problems of geospatial visual analytics
Journal of Visual Languages and Computing
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
Visualizing translation variation: Shakespeare's Othello
ISVC'11 Proceedings of the 7th international conference on Advances in visual computing - Volume Part I
Combining pixelization and dimensional stacking
ISVC'06 Proceedings of the Second international conference on Advances in Visual Computing - Volume Part II
Visualization tree, multiple linked analytical decisions
SG'05 Proceedings of the 5th international conference on Smart Graphics
RadialViz: an orientation-free frequent pattern visualizer
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
Data Clustering Using Multi-objective Differential Evolution Algorithms
Fundamenta Informaticae
Visual spam campaigns analysis using abstract graphs representation
Proceedings of the Ninth International Symposium on Visualization for Cyber Security
Visualizing complex energy planning objects with inherent flexibilities
Proceedings of the Joint EDBT/ICDT 2013 Workshops
TaPP'13 Proceedings of the 5th USENIX conference on Theory and Practice of Provenance
Proceedings of the 5th USENIX Workshop on the Theory and Practice of Provenance
Software evolution visualization: A systematic mapping study
Information and Software Technology
Fast cartography for data explorers
Proceedings of the VLDB Endowment
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Visual data mining techniques have proven to be of high value in exploratory data analysis, and they also have a high potential for mining large databases. In this article, we describe and evaluate a new visualization-based approach to mining large databases. The basic idea of our visual data mining techniques is to represent as many data items 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. The major goal of this article is to evaluate our visual data mining techniques and to compare them to other well-known visualization techniques for multidimensional data: the parallel coordinate and stick figure visualization techniques. For the evaluation of visual data mining techniques, in the first place the perception of properties of the data counts, and only in the second place the CPU time and the number of secondary storage accesses are important. In addition to testing the visualization techniques using real data, we developed a testing environment for database visualizations similar to the benchmark approach used for comparing the performance of database systems. The testing environment allows the generation of test data sets with predefined data characteristics which are important for comparing the perceptual abilities of visual data mining techniques.