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ANN's results showed the best estimation performance for the prediction of the asphaltene precipitation.
Compared to the single fault prediction technique, ensemble methods produced improved performance for the prediction of number of software faults.
The purpose of this study was to compare 2-dimensional and 3-dimensional power-Doppler imaging diagnostic performance for the prediction of ovarian cancer in complex adnexal masses.
Here, flowsheet simulation software packages are offering a high performance for the prediction of new operation points for following units, and for units affected by recycle streams.
The results showed that a four-layer perceptron network with training algorithm of back propagation, hyperbolic tangential activation function, and Delta training rule with ten neurons in the first hidden layer and four neurons in the second hidden layer had the best performance for the prediction of pellet density.
OPERA was recently compared with 7 other software applications in estimating logP, melting point, vapor pressure and water solubility for a dataset of polychlorinated biphenyls, polybrominated diphenyl ethers, polychlorinated dibenzodioxins, and polycyclic aromatic hydrocarbons and demonstrated the best performance for the prediction of logP and good performance across the other parameters [122].
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However, with the full set of Dragon descriptors, ASNN calculated an accuracy of R2 = 0.85 ± 0.04, RMSE = 0.0099 ± 0.0006, which was similar to the aforementioned result reported by Ajmani et al. Similar performances for the prediction of the test set compounds were calculated for different methods and algorithms using a Comprehensive Modeling (CM) feature of OCHEM.
These deficiencies of ANN are part of the justifications for looking toward HIS, in terms of performance and robustness, for the prediction of reservoir properties.
Furthermore, one can note that better performance of programs for the prediction of long-range contacts are reported by at least two studies for this same α/β class (MacCallum, 2004; Punta and Rost, 2005).
This study evaluates the performance of empirical correlations for the prediction of heat flux, causing the onset of heat transfer deterioration in vertical tubes of supercritical water.
This indicates that HPO-based similarity calculation of diseases improves the performance of RWRH algorithm for the prediction of disease-associated genes.
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