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COLT
1994
Springer
15 years 6 months ago
Bayesian Inductive Logic Programming
Inductive Logic Programming (ILP) involves the construction of first-order definite clause theories from examples and background knowledge. Unlike both traditional Machine Learnin...
Stephen Muggleton
COLT
1994
Springer
15 years 6 months ago
Playing the Matching-Shoulders Lob-Pass Game with Logarithmic Regret
The best previous algorithmfor the matching shoulders lob-pass game, Abe and Takeuchi's (1993)ARTHUR, suffered O(t1
Joe Kilian, Kevin J. Lang, Barak A. Pearlmutter
COLT
1994
Springer
15 years 6 months ago
Efficient Reinforcement Learning
Realistic domains for learning possess regularities that make it possible to generalize experience across related states. This paper explores an environment-modeling framework tha...
Claude-Nicolas Fiechter
COLT
1994
Springer
15 years 6 months ago
Rigorous Learning Curve Bounds from Statistical Mechanics
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 ...
David Haussler, H. Sebastian Seung, Michael J. Kea...
COLT
1994
Springer
15 years 6 months ago
An Optimal Parallel Algorithm for Learning DFA
: Sequential algorithms given by Angluin 1987 and Schapire 1992 learn deterministic nite automata DFA exactly from Membership and Equivalence queries. These algorithms are feasible...
José L. Balcázar, Josep Díaz,...
Machine Learning
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