منابع مشابه
Knowledge-Directed Theory Revision
Using domain knowledge to speed up learning is widely accepted but theory revision of such knowledge continues to use general syntactic operators. Using such operators for theory revision of teleoreactive logic programs is especially expensive in which proof of a top-level goal involves playing a game. In such contexts, one should have the option to complement general theory revision with domai...
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Employing a logic program approach, this paper focuses on applying preferential reasoning to theory revision, both by means of preferences among existing theory rules, and by means of preferences on the possible abductive extensions to the theory. And, in particular, how to prefer among plausible abductive explanations justifying observations.
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Knowledge-based systems suffer from three types of theory flaws: incorrectness, inconsistency, and incompleteness [24]. Research in theory revision focuses on the synergistic effects of combining analytical and empirical machine learning (ML) techniques necessary to address such flaws that plague the use of knowledge-based approaches. Theory revision is premised on the idea that revision of an ...
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Research in machine learning often focuses either on inductive learning learning from experience with minimal reliance on prior theory or, more recently, on explanation-based learning deducing general descriptions from theories with minimal reliance on experience. Theory revision unites these two concerns: one must revise one’s theory in the light of experience, but one must simultaneously use ...
متن کاملMore Theory Revision with Queries
! " # $ %$ & (' ) * + " ,-"& /.102 3% 54 6 ) 87:9;"< / = %3,> ) ? @+ A0& )BC %( D E F 2G H & /.I * J # + K # = L, .I"< / > %> "& NM3 5O 62 ) QP( # < 3 L %R &+S "& + 3 D 7T9;" = % U& V D *02 5 +W " * G L %R &% / 5' 3%S 5 3 UX %R" OY 0 ' & 3 &M3 = # J M3 3%3, 5 3 )P ,>' & 3%Z %* I "& W D @[Y\ ]Q%( " %= F %Z J # M3 W I "& J / + = 2, ^ 0_\R]Q%* " %V" P2OX " %R % ' 3 A "& J / + * # = & ` 73^a]b c " ...
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ژورنال
عنوان ژورنال: Nature
سال: 2016
ISSN: 0028-0836,1476-4687
DOI: 10.1038/534732a