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The study demonstrates that the Cross-Entropy error is also suitable to be used for training supervised learning machines in order to approximate the NP detector, even improving the performance of learning machines trained with the Sum-of-Squares error.
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In such cases transfer learning would greatly improve the performance of learning by avoiding much expensive data-labeling efforts, however, many open questions remain for future research [88].
Web-based and online learning has an important role in facilitating and improving the performance of the learning at the universities.
It has several advantages [7], such as improving the performance of the machine learning algorithms, data understanding, gaining knowledge about the process and helping to visualize it, data reduction, limiting storage requirements, and helping in reducing processing costs.
Kernel trick improves largely the performance of learning system including recognition, clustering, prediction through the nonlinear kernel mapping from the input data space to output data space.
Beyond reporting on important lessons learned in improving the performance of the system under consideration, comparisons will be shown for making proper choices with respect to the interplay between heat-source temperature, generator load, and pump speed in an ORC system.
This research work adduces new hybrid machine learning ensembles for improving the performance of a computer aided diagnosis system integrated with multimethod assessment process and statistical process control, used for the spine diagnosis based on noninvasive panoramic radiographs.
First, refinement of the features might improve the performance of machine learning experiments in several ways.
We demonstrated that triptolide improved the performance of mice learning to find the hidden platform, although it did not improve memory retention, as detected using a probe trial (Fig. 2).
The proposed data cleaning method improved the performance of every learning method in this study of PCA setting readjustment prediction.
An effort is made to improve the performance of the learning machine described in Part I, and the over-all effect of various changes is considered.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com