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Eccentric contractions are important to consider for training and rehabilitation programs because of their potential to produce large force with low metabolic cost.
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We are expected to work the shifts no one else wants, but we're the last to be considered for training.
"If you're a 55-year-old worker, you want to tell your company that you intend to be there at least 10 more years, that you want to be considered for training and promotion and that you're actively involved in your job".
In this stage, two networks should be considered for training and testing.
Besides, the data sets considered for training, cover all data range.
The algorithm and its significant parameters considered for training the neural network are reported in Table 4.
In the "Train Set" and "Test Set" columns, we have also included the number of subjects considered for training and testing the system.
It is evident that this new parallel tool GPURFSCREEN outperforms the serial versions in terms of the number of molecules considered for training and classification.
Instead of using the Sum-of-Squares error, the Cross-Entropy error is considered for training, in order to exploit its better properties with respect to the sensitivity to the presence of outlayers in the training set.
Nine training datasets are considered for training: 1 × 135, 2 × 135, 4 × 135, 8 × 135, 16 × 135, 32 × 135, 64 × 135, 128 × 135 and 1024 × 135, where 2 × 135 means 2 HRRP samples randomly selected from each of the 135 target-aspect frames, i.e., there are totally 2 × 135 = 270 HRRP training samples, similar meaning for other size of HRRP datasets.
The independent variables (those that could have influence on the glass transition temperature) considered for training the artificial neural networks were (1) mass connectivity index λ, (2) cation mass M, (3) anion mass M, (4) surface area SA, (5) van der Waals volume Vw, (6) connectivity index X0, and (7) number of carbon atoms nC.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com