249
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COLT
15 years 11 months ago
1994 Springer 
Inductive Logic Programming (ILP) involves the construction of first-order definite clause theories from examples and background knowledge. Unlike both traditional Machine Learnin...
179
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COLT
15 years 11 months ago
1994 Springer 
In this paper we introduce and investigate a mathematically rigorous theory of learning curves that is based on ideas from statistical mechanics. The advantage of our theory over ...
173
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COLT
15 years 11 months ago
1994 Springer 
We examine the relationship between the VCdimension and the number of parameters of a smoothly parametrized function class. We show that the VC-dimension of such a function class ...
172
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COLT
15 years 11 months ago
1994 Springer
We propose and analyze a distribution learning algorithm for variable memory length Markov processes. These processes can be described by a subclass of probabilistic nite automata...
167
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COLT
15 years 11 months ago
1994 Springer 
Realistic domains for learning possess regularities that make it possible to generalize experience across related states. This paper explores an environment-modeling framework tha...
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Machine Learning