The woman, Maureen Ryan, 64, spent much of January and February of 2006 in her Yorktown house, taking large doses of antibiotics that gave her a bad rash, after a test error that led the county's Health Department to conclude she had TB.
As the test mandrel is a cylinder, a shift in one direction will cause a test error in the other direction.
A major problem with selection and assessment of models is that we usually only have information from the training samples, and it is therefore not feasible to calculate a test error.
Using a modest sized ANN, the proposed combination of input data transformations enables the achievement of a test error as low as 0.43%, which is up to standard compared to other more complex neural architectures like Convolutional or Deep Neural Networks.
In particular, a test error of 0.1 was obtained when the last three time points were used for testing (lower than when using full dataset - 0.22).
This stopping criterion gave a termination point that is within 0.1% of the empirically observed minimum error, with cessation of learning after 1,642 samples, with a test error of 0.1323, as against the observed minimum test error of 0.1319 at 1,565 samples learnt.
Consequently, a genetic testing error can become fixed in the medical record of the patient and of other family members.
The optimum network parameters and performance were decided as a function of testing error convergence with respect to the network training error.
Further, we find that, while a small type II testing error may have negligible negative effect of system performance, the effect increases as the error or the incoming product yield increases.
