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To improve modelling performance by enhancing model flexibility along with the provision of an accurate and efficient parameter estimation, the OU-HMM-based filtering method is applied to the Kalman-filtered data time series (widehat{r}_k: = widehat{r}_{k|k}).
Multiple techniques of link adaptation were employed to develop a low computational complexity, throughput enhancing model.
The strain mode shape, which is sensitive to local changes in structure, is used instead of the displacement mode for enhancing model updating.
We believe the interaction effects uncovered by CWAS are useful for refining structural alerts and enhancing model interpretation, enabling more effective design of safe chemical substances and leading to the improved regulatory chemical risk assessment.
As the most predictive PCM model exhibited moderately high (R^{2}_{0 test}) and (q^{2}_{textit {test}}) values, as well as moderately low RMSEtest values (Table 2A and Figure 4), we explored the possibility of enhancing model performance by combining different models into a more predictive model ensemble (Table 2D, E and Figure 4).
In addition, the incorporation of branching reactions is suggested to play a significant role in enhancing model accuracy.
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Dr. Palen's research focus is on the use of health information technology for enhancing models of care delivery.
The "enhanced" model scores highly according to tests of statistical significance, but it is still ultimately based on a mere handful of examples, like Mr. Buchanan and Mr. Kerry.
This paper proposes combining multiple ELM models to enhance model prediction accuracy and reliability.
Finally, in contrast with kNN, RANSAC provides a model in the form of a QSAR equation which enhances model interpretability.
Stacked neural networks have enhanced model generalisation capability and can also provide model prediction confidence bounds.
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