155
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COLT
15 years 4 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...
125
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ICML
15 years 4 months ago
1994 IEEE
Conservation of information (COI) popularized by the no free lunch theorem is a great leveler of search algorithms, showing that on average no search outperforms any other. Yet in ...
124
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ECML
15 years 4 months ago
1994 Springer
In the context of machine learning from examples this paper deals with the problem of estimating the quality of attributes with and without dependencies among them. Kira and Rendel...
124
Voted
ALT
15 years 4 months ago
1994 Springer 
Most studies modeling inaccurate data in Gold style learning consider cases in which the number of inaccuracies is finite. The present paper argues that this approach is not reaso...
117
Voted
ICML
15 years 4 months ago
1994 IEEE 
We explore algorithms for learning classification procedures that attempt to minimize the cost of misclassifying examples. First, we consider inductive learning of classification ...
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Machine Learning