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Several typical choices for the training criterion (e.g., squared loss, cross entropy, etc).
They used a discriminative training criterion for the neural networks to further enhance the monaural source separation performance.
A feature transformation based on discriminative training criterion inspired on Maximum Mutual Information is suggested in [14].
The optimality of the MLE training criterion is conditioned on the availability of an infinite amount of training data and the correct choice of the model.
Then we focus on ANNs to estimate posterior probabilities of the states of an HMM and on "global" optimization, where a single, overall training criterion is defined over the HMM and the ANNs.
The first term in Eq. (19) promotes a good performance according to the discriminative training criterion, whereas the second term makes the target system generate hypotheses that have different tendencies from the original Q base models.
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Russian officials hope to send more rich folk into space to help finance the country's space activities, but any future guests will need to meet stiffer selection and training criteria, to be promulgated by the partner nations by June.
During biofeedback, each child was encouraged to reduce the individualized EMG activity (baseline) up to defined training criteria of 20%.
Translating this concept to appropriate training criteria is still one of the main open questions in deep learning algorithms [5].
In addition to its discriminative nature, its training criteria also balance the reduction of errors on the training data and the generalization on the unseen data.
Based on current literature, it is difficult to draw conclusions regarding the optimal training criteria for prehospital providers, especially among those not already familiar with the technology.
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CEO of Professional Science Editing for Scientists @ prosciediting.com