Maintaining knowledge about temporal intervals
Communications of the ACM
Information visualization in data mining and knowledge discovery
Information visualization in data mining and knowledge discovery
Medical Data Mining and Knowledge Discovery
Medical Data Mining and Knowledge Discovery
Temporal representation and reasoning in artificial intelligence: Issues and approaches
Annals of Mathematics and Artificial Intelligence
A Knowledge Discovery System with Support for Model Selection and Visualization
Applied Intelligence
Mining hepatitis data with temporal abstraction
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
Knowledge visualization in hepatitis study
APVis '06 Proceedings of the 2006 Asia-Pacific Symposium on Information Visualisation - Volume 60
Temporal relations extraction in mining hepatitis data
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Uniqueness of medical data mining
Artificial Intelligence in Medicine
Information visualization and its application to medicine
Artificial Intelligence in Medicine
An interface for medical diagnosis support: from the viewpoint of chance discovery
International Journal of Advanced Intelligence Paradigms
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From lessons learned in medical data mining projects we show that integration of advanced computation techniques and human inspection is indispensable in medical data mining. We proposed an integrated approach that merges data mining and text mining methods plus visualization support for expert evaluation. We also appropriately developed temporal abstraction and text mining methods to exploit the collected data. Furthermore, our visual discovery system D2MS allowed to actively and effectively working with physicians. Significant findings in hepatitis study were obtained by the integrated approach.