Investigating Explanation Based Learning is popular PDF and ePub book, written by Gerald DeJong in 2012-12-06, it is a fantastic choice for those who relish reading online the Computers genre. Let's immerse ourselves in this engaging Computers book by exploring the summary and details provided below. Remember, Investigating Explanation Based Learning can be Read Online from any device for your convenience.
Investigating Explanation Based Learning Book PDF Summary
Explanation-Based Learning (EBL) can generally be viewed as substituting background knowledge for the large training set of exemplars needed by conventional or empirical machine learning systems. The background knowledge is used automatically to construct an explanation of a few training exemplars. The learned concept is generalized directly from this explanation. The first EBL systems of the modern era were Mitchell's LEX2, Silver's LP, and De Jong's KIDNAP natural language system. Two of these systems, Mitchell's and De Jong's, have led to extensive follow-up research in EBL. This book outlines the significant steps in EBL research of the Illinois group under De Jong. This volume describes theoretical research and computer systems that use a broad range of formalisms: schemas, production systems, qualitative reasoning models, non-monotonic logic, situation calculus, and some home-grown ad hoc representations. This has been done consciously to avoid sacrificing the ultimate research significance in favor of the expediency of any particular formalism. The ultimate goal, of course, is to adopt (or devise) the right formalism.
Detail Book of Investigating Explanation Based Learning PDF
- Author : Gerald DeJong
- Release : 06 December 2012
- Publisher : Springer Science & Business Media
- ISBN : 9781461536024
- Genre : Computers
- Total Page : 447 pages
- Language : English
- PDF File Size : 14,5 Mb
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