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ECML
1998
Springer
14 years 3 months ago
Learning to Classify X-Ray Images Using Relational Learning
: Image understanding often requires extensive background knowledge. The problem addressed in this paper is such knowledge can be acquired. We discuss how relational machine learni...
Claude Sammut, Tatjana Zrimec
ECML
1998
Springer
14 years 3 months ago
Theoretical Results on Reinforcement Learning with Temporally Abstract Options
Doina Precup, Richard S. Sutton, Satinder P. Singh
ECML
1998
Springer
14 years 3 months ago
A Monotonic Measure for Optimal Feature Selection
Feature selection is a problem of choosing a subset of relevant features. Researchers have been searching for optimal feature selection methods. `Branch and Bound' and Focus a...
Huan Liu, Hiroshi Motoda, Manoranjan Dash
ECML
1998
Springer
14 years 3 months ago
Using Lattice-Based Framework as a Tool for Feature Extraction
Engelbert Mephu Nguifo, Patrick Njiwoua
ECML
1998
Springer
14 years 3 months ago
First-Order Learning for Web Mining
We present compelling evidence that the World Wide Web is a domain in which applications can benefit from using first-order learning methods, since the graph structure inherent in ...
Mark Craven, Seán Slattery, Kamal Nigam
COLT
1998
Springer
14 years 3 months ago
Improved Boosting Algorithms using Confidence-Rated Predictions
Abstract. We describe several improvements to Freund and Schapire's AdaBoost boosting algorithm, particularly in a setting in which hypotheses may assign confidences to each o...
Robert E. Schapire, Yoram Singer
COLT
1998
Springer
14 years 3 months ago
Learning One-Variable Pattern Languages in Linear Average Time
A new algorithm for learning one-variable pattern languages is proposed and analyzed with respect to its average-case behavior. We consider the total learning time that takes into...
Rüdiger Reischuk, Thomas Zeugmann