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At this point the model error for the validating data suddenly increases.
In general, the error for the validating data set tends to decrease as the training takes place up to the point that overfitting begins.
The consultant surgeon principle investigator (PI) at selected sites will identify an independent assessor to validate all data points, with a target of >98% accuracy.
This approach should ideally be used to augment or validate data from other sources, particularly for complex time points such as date of first symptom.
How often does one need to validate data?
Provide a consistent way to capture and validate data.
The optimum network was then validated using 26 data points (test data) not used in the training stage which indicated the good interpolative ability of the trained network with AARD% = 1.44, MSE = 2.87 × 10−8 and R2 = 0.9981.
Models were cross-validated on independent data points using a leave-one-out jackknife method.
The data assimilation algorithm might also quality control and process (clean, average, validate, aggregate) the data points that come from the sensors.
The model is validated against 227 experimental data points for eight different fluids, and eighteen MCHX geometries, including four different variable geometry microchannel condensers.
In addition, the predictive capability of the optimized network was validated using the testing data points (not considered in the training stage).
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CEO of Professional Science Editing for Scientists @ prosciediting.com