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COLT
1994
Springer
15 years 8 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 8 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 8 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 8 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 8 months ago
Learning Probabilistic Automata with Variable Memory Length
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...
Dana Ron, Yoram Singer, Naftali Tishby
Machine Learning
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