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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}).
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For water quality modelling (suspended solids concentration), the best modelling performance is obtained by a compromise solution with moderate spatial distribution of parameters: no spatial distribution drives to limited performances, while an excessive one to severe over-parameterisation.
However, as the hidden layer outputs can be collinear, the modelling performance would be poor by using least square solution to find the weights between the hidden and output layers.
The overall proposed network successfully predicts the properties of the granules produced by HSG, and outperforms also other modelling frameworks in terms of modelling performance and generalization capability.
To improve the modelling performance, one should either propose new modelling methodologies or make the best of existing models.
Predictive modelling performance is typically documented reporting PPV and sensitivity at the risk score threshold of 50.
We are interested in modelling QoS performance by scaling e-Health cloud platforms, leaving aside other issues such as reliability, security or availability.
This situation is illustrated by a modelling study performed by the Health Technology Board of Scotland.
While this work was under review, an alternative method of equalizing type I and II assay performance by applying a mixture modelling approach to β was published [ 21].
The results of this study indicate that this may not be the optimal approach, and that more realistic estimates of the effectiveness of gFOBT would be obtained by modelling separate performance measures across screening rounds.
We illustrate the generality of our technique by also accurately modelling the performance of a training algorithm for artificial neural networks and two heuristics for the off-line bin packing problem.
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