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AUC of RBF shows a high accuracy of 97% (0.97) in case of success rate curves and 82% (0.82) in case of prediction rate curves, and that of polynomial are 91% (0.91) and 86% (0.86) respectively.
In case of prediction of more than 2 subclasses, a value of 1 is assigned to subclass A marker genes and a value of 0 is assigned to marker genes of the rest of subclasses.
In case of prediction disagreement, points were colored black.
While the other models used multiple temporal, as well as spatial, variables, only case counts were used in case of prediction using Holt-Winters exponential smoothing.
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Present work employs two different types of KBHNN architecture with an effort to understand the suitability and applicability of the hybrid network in case of predictions for an ultrafiltration (UF) process.
Effect of network architecture on the performance of model has been studied.Correlation coefficient is found to be 0.94 in case of NARX predictions indicating better performance than FFBP network whose 'r' value is 0.9.
In more general cases, the system produces incorrect results in the case of prediction.
In the case of prediction of NO2 and NO x concentrations, we added NO (ANN predicted) and O3 concentrations to input variable set.
In the case of prediction, we take x k ≈ x k k − 2, so H ( x k, x 0 ) ≈ H ( x k k − 2, x 0 ).
For example, in the case of prediction of cytoplasmic proteins, sensitivity can still be limited and hence integration of different highly precise methods can result in a larger set of accurate results than any individual approach.
In the case of prediction between class-1 and class-2 aaRSs total five domains were used: Total 25 vector for hybrid approach1 and 405 for the all dipeptide composition and PROSITE.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com