4660 search results - page 200 / 932 » Learning from imperfect data |
181
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DCOSS
2007
Springer
15 years 10 months ago
2007
Springer
Abstract. We develop a practical, distributed algorithm to detect events, identify measurement errors, and infer missing readings in ecological applications of wireless sensor netw...
133
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ICML
2004
IEEE
16 years 5 months ago
2004
IEEE
Classifier learning methods commonly assume that the training data consist of randomly drawn examples from the same distribution as the test examples about which the learned model...
GROUP
2005
ACM
15 years 10 months ago
2005
ACM
This paper argues that proactive behaviour, caused by high engagement and motivation of the learners, may lead to failure of collaborative learning. By examining empirical data fr...
145
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AAAI
2007
15 years 7 months ago
2007
Transfer learning addresses the problem of how to leverage knowledge acquired in a source domain to improve the accuracy and speed of learning in a related target domain. This pap...
137
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ICML
2005
IEEE
16 years 5 months ago
2005
IEEE
This paper is about constructing confidence bands around ROC curves. We first introduce to the machine learning community three band-generating methods from the medical field, and...