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For the PA, multiple local models are required to accurately represent its dynamics.
This process selects variables in a forward-stepwise procedure and produces multiple local models that predict the response variable as a prediction surface or curve.
Further, the estimation for a query data is obtained by adaptively combining multiple local models that perform best on the similar samples to the query point.
In such method, the overall multi-model on the whole data space is established by weight sum of the multiple local models on local data spaces.
Similar(56)
For the estimation of the product quality, multiple local linear models are identified, where the operating regimes of the local models are obtained by the Voronoi diagram of the prototype vectors of the SOM.
Therefore, a self-organizing map (SOM) based multi-model system identification approach is used to get multiple local linear models.
Multiple local linear models with two-input and two-output of the rare earth countercurrent extraction process are constructed, each of which is established under an operation condition.
In all cases we checked for the existence of multiple local optima, running all models three times, with three different starting omega values (0.5, 1, and 2).
For source localization, a multiple, local-spheres-forward model was derived by fitting spheres to the brain surface extracted by BET [39].
Also, models with different spatial structures have been investigated, such as extensions of the simple model with multiple local communities (rather than a single community) connected to the same metacommunity [18] [22], patch models [23], [24] and even completely spatially explicit models [25] [30].
To this end, we have used semiparametric mixed models with multiple local genomic relationship matrices with hierarchical designs.
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