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In the specific application to supervised learning for convnets, a simple scale-invariant classification stage is more robust than multinomial logistic regression, appears to result in somewhat lower errors on several standard test sets, has similar computational costs, and features precise control over the actual rate of learning.
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Fast and Scalable Training of Semi-Supervised CRFs with Application to Activity Recognition.
Applications are at present limited to supervised classification (so a training set is needed).
Application means "application to defer".
To give a first illustration of the application of CVIIM as a proof of concept, we apply it to supervised variable selection, which is expected to yield high CVIIM values.
This work endeavors to gain a deeper knowledge of the human factors surrounding the application of supervised learning to these types of problems, to make supervised learning algorithms more usable by musicians, and to study how supervised learning can function as a creative tool.
This enables any potential issues, such as unusual observations, to be investigated prior to application of a supervised method.
Subject to supervised discharge - both the person subject to supervised discharge or nearest relative can appeal (if they are entitled to be informed of the acceptance of an application for supervised discharge).
They would also agree to supervised visits.
The dogs go to supervised play time throughout the day.
Ensemble methods are widely applied to supervised learning tasks.
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