Integrating machine learning with knowledge acquisition through direct interaction with domain experts
نویسندگان
چکیده
منابع مشابه
Experimental evaluation of integrating machine learning with knowledge acquisition through direct interaction with domain experts
Machine learning and knowledge acquisition from experts have distinct and apparently complementary knowledge acquisition capabilities. This study demonstrates that the integration of these approaches can both improve the accuracy of the knowledge base that is developed and reduce the time taken to develop it. The system studied, called The Knowledge Factory is distinguished by the manner in whi...
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Knowledge acquisition is frequently cited as the greatest bottleneck in the development of expert systems. Two primary approaches to knowledge acquisition are elicitation of knowledge from experts (traditional knowledge acquisition) and machine learning. Both approaches have strengths and weaknesses. Experts can draw upon practical experience and both domain specific and general knowledge. In a...
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In this paper, we investigate the integration of knowledge acquisition and machine learning techniques. We argue that existing machine learning techniques can be made more useful as knowledge acquisition tools by allowing the expert to have greater control over and interaction with the learning process. We describe a number of extensions to FOCL (a multistrategy Horn-clause learning program) th...
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ژورنال
عنوان ژورنال: Knowledge-Based Systems
سال: 1996
ISSN: 0950-7051
DOI: 10.1016/0950-7051(96)01033-7