Uses of repertory grid-centered knowledge acquisition tools for knowledge-based systems
International Journal of Man-Machine Studies
A survey of knowledge acquisition techniques and tools
Knowledge Acquisition
Knowledge acquisition at the front end: defining the domain
Knowledge Acquisition
Theory refinement combining analytical and empirical methods
Artificial Intelligence
Inductive Policy: The Pragmatics of Bias Selection
Machine Learning - Special issue on bias evaluation and selection
CYC: a large-scale investment in knowledge infrastructure
Communications of the ACM
From data mining to knowledge discovery: an overview
Advances in knowledge discovery and data mining
Effective and Efficient Knowledge Base Refinement
Machine Learning
Data Mining and Knowledge Discovery
Debugging knowledge-based applications with a generic toolkit
ICTAI '00 Proceedings of the 12th IEEE International Conference on Tools with Artificial Intelligence
Representation reducing heuristics for semi-automated scientific discovery
Representation reducing heuristics for semi-automated scientific discovery
Domain ontology driven data mining: a medical case study
Proceedings of the 2007 international workshop on Domain driven data mining
Considering application domain ontologies for data mining
WSEAS Transactions on Information Science and Applications
Using ontologies to facilitate post-processing of association rules by domain experts
Information Sciences: an International Journal
Expert Systems with Applications: An International Journal
A framework proposal for ontologies usage in marketing databases
MEDI'11 Proceedings of the First international conference on Model and data engineering
SEWEBAR-CMS: semantic analytical report authoring for data mining results
Journal of Intelligent Information Systems
OntoDataClean: ontology-based integration and preprocessing of distributed data
ISBMDA'06 Proceedings of the 7th international conference on Biological and Medical Data Analysis
Mining query log to assist ontology learning from relational database
APWeb'06 Proceedings of the 8th Asia-Pacific Web conference on Frontiers of WWW Research and Development
KDD support services based on data semantics
Journal on Data Semantics IV
Ontology-Enhanced association mining
EWMF'05/KDO'05 Proceedings of the 2005 joint international conference on Semantics, Web and Mining
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We present work in progress on a new methodology for leveraging the semantic content of ontologies to guide knowledge discovery in databases. Our system scans new databases to obtain type and constraint information, which users verify. Our system then uses this information in the context of a shared ontology to intelligently guide the potentially combinatorial process of feature construction. Further, our system learns each time it is applied, easing the user's verification task on subsequent runs..