Copyright © 2006 Elsevier Ltd All rights reserved.
An interactive environment for the modeling and discovery of scientific knowledge
Received 2 November 2004;
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Abstract
Existing tools for scientific modeling offer little support for improving models in response to data, whereas computational methods for scientific knowledge discovery provide few opportunities for user input. In this paper, we present a language for stating process models and background knowledge in terms familiar to scientists, along with an interactive environment for knowledge discovery that lets the user construct, edit, and visualize scientific models, use them to make predictions, and revise them to better fit available data. We report initial studies in three domains that illustrate the operation of this environment and the results of a user study carried out with domain scientists. Finally, we discuss related efforts on model formalisms and revision and suggest priorities for additional research.
Keywords: Scientific modeling; Interactive knowledge discovery; Model revision
Article Outline
- 1. Background and motivation
- 2. A language for process models
- 3. Visualization and simulation of process models
- 4. Revision of process models
- 5. Modeling an aquatic ecosystem using Prometheus
- 6. Modeling photosynthesis regulation with Prometheus
- 7. Feedback from users
- 8. Related research on modeling and discovery
- 9. Directions for future research
- 10. Concluding remarks
- Acknowledgements
- References







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