1837 search results - page 44 / 368 » Learning From Ambiguous Examples |
128
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JMLR
2010
14 years 9 months ago
2010
We consider a supervised learning setting in which the main cost of learning is the number of training labels and one can obtain a single label for a bag of examples, indicating o...
SEKE
2007
Springer
15 years 8 months ago
2007
Springer
— We present a statistical approach for software agents to learn ontology concepts from peer agents by asking them whether they can reach consensus on significant differences bet...
135
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AAAI
2010
15 years 3 months ago
2010
One of the main difficulties in facial age estimation is the lack of sufficient training data for many ages. Fortunately, the faces at close ages look similar since aging is a slo...
138
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MICCAI
2007
Springer
15 years 8 months ago
2007
Springer
In this paper we propose a weakly supervised learning algorithm for appearance models based on the minimum description length (MDL) principle. From a set of training images or volu...
ICML
2003
IEEE
16 years 3 months ago
2003
IEEE
In many real world applications, active selection of training examples can significantly reduce the number of labelled training examples to learn a classification function. Differ...