The KDD process for extracting useful knowledge from volumes of data
Communications of the ACM
Dynamic graphics in a GIS: more examples using linked software
Computers & Geosciences - Special issue on exploratory cartographic visualization
Enhancements to the data mining process
Enhancements to the data mining process
Characterization of Classification Algorithms
EPIA '95 Proceedings of the 7th Portuguese Conference on Artificial Intelligence: Progress in Artificial Intelligence
PKDD '97 Proceedings of the First European Symposium on Principles of Data Mining and Knowledge Discovery
AVI '98 Proceedings of the working conference on Advanced visual interfaces
Survey of data management and analysis in disaster situations
Journal of Systems and Software
Editorial: Challenging problems of geospatial visual analytics
Journal of Visual Languages and Computing
A clustering-based visualization of colocation patterns
Proceedings of the 15th Symposium on International Database Engineering & Applications
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Data mining methods are designed for revealing significant relationships and regularities in data collections. Regarding spatially referenced data, analysis by means of data mining can be aptly complemented by visual exploration of the data presented on maps as well as by cartographic visualization of results of data mining procedures. We propose an integrated environment for exploratory analysis of spatial data that equips an analyst with a variety of data mining tools and provides the service of automated mapping of source data and data mining results. The environment is built on the basis of two existing systems, Kepler for data mining and Descartes for automated knowledge-based visualization. It is important that the open architecture of Kepler allows to incorporate new data mining tools, and the knowledge-based architecture of Descartes allows to automatically select appropriate presentation methods according to characteristics of data mining results. The paper presents example scenarios of data analysis and describes the architecture of the integrated system.