202
Voted
COLT
15 years 9 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...
146
Voted
COLT
15 years 9 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 ...
142
Voted
COLT
15 years 9 months ago
1994 Springer
The best previous algorithmfor the matching shoulders lob-pass game, Abe and Takeuchi's (1993)ARTHUR, suffered O(t1
142
Voted
COLT
15 years 9 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...
141
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COLT
15 years 9 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