Unique Challenges of Managing Inductive Knowledge
D. Jensen, "Unique Challenges of Managing Inductive Knowledge."
Working Papers of the AAAI 1997 Spring Symposium on Artificial
Intelligence in Knowledge Management. Also to appear in Working
Papers of the AAAI-97 Workshop on Artificial Intelligence and
Knowledge Management, July 1997.
- Abstract
- Tools for inducing knowledge from databases, often grouped under
the term knowledge discovery, are becoming increasingly important to organizations in business,
government, and science. However, relatively little attention
has been paid to the long-term management of induced knowledge.
Induced knowledge presents unique challenges, including managing
statistical significance and inductive bias. These challenges
have important implications for valid and efficient knowledge
management.
- Text
- A Postscript version of this paper is available (196K).
- Links
- AAAI.
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