Graph-Based Algorithms for Boolean Function Manipulation
IEEE Transactions on Computers
The KDD process for extracting useful knowledge from volumes of data
Communications of the ACM
Communications of the ACM
Machine Learning and Data Mining; Methods and Applications
Machine Learning and Data Mining; Methods and Applications
Machine Learning
Data Mining for Regulatory Elements in Yeast Genome
Proceedings of the 5th International Conference on Intelligent Systems for Molecular Biology
Towards Process-Oriented Tool Support for Knowledge Discovery in Databases
PKDD '97 Proceedings of the First European Symposium on Principles of Data Mining and Knowledge Discovery
Interval Finding and Its Application to Data Mining
ISAAC '96 Proceedings of the 7th International Symposium on Algorithms and Computation
ILP '96 Selected Papers from the 6th International Workshop on Inductive Logic Programming
VM lambda: A Functional Calculusfor Scientific Discovery
FLOPS '02 Proceedings of the 6th International Symposium on Functional and Logic Programming
Foundations of Designing Computational Knowledge Discovery Processes
Progress in Discovery Science, Final Report of the Japanese Discovery Science Project
Designing Views in HypothesisCreator: System for Assisting in Discovery
DS '99 Proceedings of the Second International Conference on Discovery Science
VML: A View Modeling Language for Computational Knowledge Discovery
DS '01 Proceedings of the 4th International Conference on Discovery Science
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Software tools for genomic researches like homology search are very useful and have contributed on the progress of the genomic researches. However, these tools are not designed directly toward scientific discovery and more discovery-oriented software tools are strongly expected to assist scientific discovery in genomic researches. We have designed and developed a multistrategic and discovery-oriented system Genomic Hypothesis Creator by introducing two notions: view on data and view space on data. With these newly defined notions, we describe a View Designer, a component of Genomic Hypothesis Creator, which dynamically creates new views on data and searches a view space for more appropriate views. A good view obtained from Genomic Hypothesis Creator makes it possible for us to understand the data and eventually attain to the goal of discovery. Genomic Hypothesis Creator can be extended by adding user's own views on data and hypothesis generators into the system with plug-in interfaces. Therefore it would be feasible to apply this system to other problems than genomic researches.