Readings in information visualization: using vision to think
Readings in information visualization: using vision to think
Information visualization in data mining and knowledge discovery
Information visualization in data mining and knowledge discovery
Pattern Recognition and Neural Networks
Pattern Recognition and Neural Networks
What Makes Patterns Interesting in Knowledge Discovery Systems
IEEE Transactions on Knowledge and Data Engineering
Machine Learning
Rule Discovery in Large Time-Series Medical Databases
PKDD '99 Proceedings of the Third European Conference on Principles of Data Mining and Knowledge Discovery
Distance-based outliers: algorithms and applications
The VLDB Journal — The International Journal on Very Large Data Bases
Detecting Interesting Exceptions from Medical Test Data with Visual Summarization
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Automated trend detection with alternate temporal hypotheses
IJCAI'93 Proceedings of the 13th international joint conference on Artifical intelligence - Volume 1
Visualization and interactive analysis of blood parameters with InfoZoom
Artificial Intelligence in Medicine
Detecting Interesting Exceptions from Medical Test Data with Visual Summarization
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Spiral removal of exceptional patients for mining chronic hepatitis data
New Generation Computing
ACM Computing Surveys (CSUR)
An interface for medical diagnosis support: from the viewpoint of chance discovery
International Journal of Advanced Intelligence Paradigms
Intuitive display for search engines toward fast detection of peculiar WWW pages
WImBI'06 Proceedings of the 1st WICI international conference on Web intelligence meets brain informatics
Spiral discovery of a separate prediction model from chronic hepatitis data
JSAI'03/JSAI04 Proceedings of the 2003 and 2004 international conference on New frontiers in artificial intelligence
SMO'05 Proceedings of the 5th WSEAS international conference on Simulation, modelling and optimization
Visualizing transactional data with multiple clusterings for knowledge discovery
ISMIS'06 Proceedings of the 16th international conference on Foundations of Intelligent Systems
Multi-strategy instance selection in mining chronic hepatitis data
ISMIS'05 Proceedings of the 15th international conference on Foundations of Intelligent Systems
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part I
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In this paper, we propose a method which visualizes irregularmulti-dimensional time-series data as a sequence ofprobabilistic prototypes for detecting exceptions from medicaltest data. Conventional visualization methods often requireiterative analysis and considerable skill thus are nottotally supported by a wide range of medical experts. OurPrototypeLines displays summarized information based ona probabilistic mixture model by using hue only thus is consideredto exhibit novelty. The effectiveness of the summarizationis pursued mainly through use of a novel informationcriterion. We report our endeavor with chronic hepatitisdata, especially discoveries of interesting exceptions bya non-expert and an untrained expert.