Inductive Logic Programming, 15th International Conference, ILP 2005, Bonn, Germany, August 10-13, 2005, Proceedings
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Knowledge Discovery from Structured Mammography Reports Using Inductive Logic Programming
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It is recognized that efficiency and scalability is a major obstacle to an increased usage of Inductive Logic Programming (ILP) in complex applications with large hypotheses spaces. In this work, we focus on improving the efficiency and scalability of ILP systems by exploring tabling mechanisms available in the underlying Logic Programming systems. We present two different approaches. Our first...
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The handling of exceptions in multiclass problems is a tricky issue in inductive logic programming (ILP). In this paper we propose a new formalization of the ILP problem which accounts for default reasoning, and is encoded with first-order possibilistic logic. We show that this formalization allows us to handle rules with exceptions, and to prevent an example to be classified in more than one c...
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عنوان ژورنال:
دوره 3625 شماره
صفحات -
تاریخ انتشار 2005