96 search results - page 9 / 20 » Geometric Decision Rules for Instance-Based Learning Problem... |
173
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IDA
2005
Springer
15 years 12 months ago
2005
Springer
Inducing a classification function from a set of examples in the form of labeled instances is a standard problem in supervised machine learning. In this paper, we are concerned w...
170
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CORR
2010
Springer
15 years 5 months ago
2010
Springer
We consider model-based reinforcement learning in finite Markov Decision Processes (MDPs), focussing on so-called optimistic strategies. Optimism is usually implemented by carryin...
182
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ECAI
2010
Springer
15 years 4 months ago
2010
Springer
This paper addresses the issue of supporting the end-user of a classifier, when it is used as a decision support system, to classify new cases. We consider several kinds of classif...
152
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ICML
2010
IEEE
15 years 7 months ago
2010
IEEE
A new procedure for learning cost-sensitive SVM classifiers is proposed. The SVM hinge loss is extended to the cost sensitive setting, and the cost-sensitive SVM is derived as the...
210
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MCS
2009
Springer
16 years 1 months ago
2009
Springer
Abstract. Hierarchical classification problems gained increasing attention within the machine learning community, and several methods for hierarchically structured taxonomies have...