C4.5: programs for machine learning
C4.5: programs for machine learning
Information visualization using 3D interactive animation
Communications of the ACM - Special issue on graphical user interfaces
Mining association rules between sets of items in large databases
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
Estimating attributes: analysis and extensions of RELIEF
ECML-94 Proceedings of the European conference on machine learning on Machine Learning
Mining quantitative association rules in large relational tables
SIGMOD '96 Proceedings of the 1996 ACM SIGMOD international conference on Management of data
Data mining using two-dimensional optimized association rules: scheme, algorithms, and visualization
SIGMOD '96 Proceedings of the 1996 ACM SIGMOD international conference on Management of data
Mining optimized association rules for numeric attributes
PODS '96 Proceedings of the fifteenth ACM SIGACT-SIGMOD-SIGART symposium on Principles of database systems
The KDD process for extracting useful knowledge from volumes of data
Communications of the ACM
Spotfire: an information exploration environment
ACM SIGMOD Record
Visual explanations: images and quantities, evidence and narrative
Visual explanations: images and quantities, evidence and narrative
Data mining
Association rules over interval data
SIGMOD '97 Proceedings of the 1997 ACM SIGMOD international conference on Management of data
Advances in knowledge discovery and data mining
Advances in knowledge discovery and data mining
The process of knowledge discovery in databases
Advances in knowledge discovery and data mining
Fast discovery of association rules
Advances in knowledge discovery and data mining
Proceedings of the ACM SIGCHI Conference on Human factors in computing systems
Characterizing interactive externalizations
Proceedings of the ACM SIGCHI Conference on Human factors in computing systems
Data mining: a hands-on approach for business professionals
Data mining: a hands-on approach for business professionals
Interactive visualization of serial periodic data
Proceedings of the 11th annual ACM symposium on User interface software and technology
Data mining methods for knowledge discovery
Data mining methods for knowledge discovery
Readings in information visualization: using vision to think
Readings in information visualization: using vision to think
Visual classification: an interactive approach to decision tree construction
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
Towards an effective cooperation of the user and the computer for classification
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Visualizing association rules with interactive mosaic plots
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
RuleViz: a model for visualizing knowledge discovery process
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Towards effective and interpretable data mining by visual interaction
ACM SIGKDD Explorations Newsletter
Machine Learning
Data Mining: Introductory and Advanced Topics
Data Mining: Introductory and Advanced Topics
Visualization Techniques for Mining Large Databases: A Comparison
IEEE Transactions on Knowledge and Data Engineering
ELEM2: A Learning System for More Accurate Classifications
AI '98 Proceedings of the 12th Biennial Conference of the Canadian Society for Computational Studies of Intelligence on Advances in Artificial Intelligence
Web usage mining: discovery and applications of usage patterns from Web data
ACM SIGKDD Explorations Newsletter
Interactive visual exploration of association rules with rule-focusing methodology
Knowledge and Information Systems
ICS: An Interactive Classification System
CAI '07 Proceedings of the 20th conference of the Canadian Society for Computational Studies of Intelligence on Advances in Artificial Intelligence
Interactive visual summarization of multidimensional data
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
The perceptual eye view: a user-defined method for information visualization
HCI'07 Proceedings of the 12th international conference on Human-computer interaction: interaction platforms and techniques
Interactive comprehensible data mining
Ambient Intelligence for Scientific Discovery
An interactive and flexible information visualization method
Information Sciences: an International Journal
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We briefly introduce an interactive visualization model, RuleViz, for knowledge discovery and data mining, which consists of five components: data preparation and visualization, interactive data reduction, data preprocessing, pattern discovery, and pattern visualization. With this model, the implementation issues are considered and three implementation paradigms, including image-based paradigm, algorithm-embedded paradigm, and interaction-driven paradigm, are discussed. We implement an interactive Visualization system, AViz, which discovers 3D numerical association rules from large data sets based on the image-based paradigm. The framework of the AViz system is presented and each component is explored. To discretize numerical attributes, three approaches, including equal-sized, bin-packing-based equal-depth, and interaction-based approaches are proposed, and the algorithm for mining and visualizing numerical association rules is developed. Our experimental result on a census data set is illustrated, which shows that the AViz system is useful and helpful for discovering and visualizing numerical association rules.