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This database is a set of disturbance examples (e.g., harmonic, sag, high-impedance fault) for use in many purposes, for example, for training artificial neural networks for intelligent fault diagnosis and prognosis of electrical distribution systems.
In addition, documents may be added to the software at various locations, for example for training purposes.
For example, for training the SVM classifier detecting signal transduction, we only use genes mapping to other branches than signal transduction in 'Environmental Information Processing' as negative examples.
If the model predicts with high confidence that v1 interacts with v2, then v1 can later be used as a positive example for training the local model of v2.
Alternatively, if the model predicts with high confidence that v1 does not interact with v2, v1 can be used as a negative example for training the local model of v2.
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For example, for train 7 which is considered as high priority train, the satisfaction rate was 0.27 in previous solution and increased to 0.61 in the new solution by changing to arrival time of locomotive and servicing arrangement.
A large, highly accurate teacher could also be used to relabel examples for training a much smaller student network.
The application of aLF is demonstrated by means of two concrete examples for training energy efficiency and for global production management.
The experimental design is also employed prior to training ANNs to find out the most influential parameters of the well-testing models and generate a sufficient number of training examples for training the ANN-based models.
Those inputs are specific for the target relation, thus, the identification of new relations requires identification of new extraction patterns or the definition of new examples for training, both to be executed manually.
To determine the optimal proportions of positive and negative examples for training SVM1, we randomly separated the positive examples into two sets of equal size.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com