Sentence examples for model structure selection from inspiring English sources
Flexible environments for model building are available, but need to be assisted by proper diagnostic tools for model structure selection.
The latter, dual, objective can be explored to simplify model structure selection and model error assessment issues.
The review summarizes the need of evolutionary SI method that automates the model structure selection and its parameter evaluation based on only the system data.
A simple and computationally wise low demanding approach is here proposed for parameter estimation and model structure selection that provides an answer to the mentioned issues.
Using resampling methods like cross-validation and bootstrap is a necessity in neural network design, for solving the problem of model structure selection.
In this context, several researchers have provided tools for experimental design, model structure selection, and optimal parameter estimation, often packaged together in iterative model identification schemes.
At this level of extreme similarity between the model structures, model selection based on tiny differences between the predictive powers of the models leads to random conclusions that are heavily dependent on the specific noise realization in the data.
For the problem of modeling the Rab5-Rab7 swinch in endocytosis, no further improvements of discriminative power can be achieved by considering the complexity of the model structure for model selection.
Choices concerning model structure and covariate selection were based on the reduction in NONMEM objective function value and interindividual variability, together with the examination of residual plots.
Data on the main chemotherapy treatment pathways for advanced CRC patients will be used to inform the model structure and the selection of the UK-relevant irinotecan-based regimen.
The subproblems of parameter estimation, model structure (including basis function) selection, and model validation are discussed, and recent developments are outlined.
