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In this way, the most informative data points can be better selected.
One objective of experiment design is to devise experiments yielding the most informative data for use in the estimation of the model parameters.
Therefore, it is critical to only select the most informative data points for labeling, which is cast into the framework of active learning.
The objective is to optimize the design of the experiment such that the most informative data are obtained for either for parameter estimation or response predictions.
Further, we propose a Bayesian sequential algorithm for obtaining the statistically most informative data about the migrated model for use in parameter estimation.
A systematic framework for optimal experimental design (OED) of multiple experimental factors is proposed to support data collection in chemical engineering systems with the purpose to obtain the most informative data for modeling.
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In all three subontologies, network data is the most informative individual data source as illustrated in Figure 7.
Optimal experimental design (OED) is developed to obtain the experimental conditions that will generate the most informative measurement data for parameter estimation.
Model-based experiment design aims at detecting a set of experimental conditions yielding the most informative process data to be used for the estimation of the process model parameters.
Evolutionary conservation and regulatory potential are the most informative additional data source in our simulations, whereas estimated nucleosome locations or CpG-islands do not improve TF binding predictions.
Complete mitochondrial genome sequences are the most informative genetic data to evaluate hypotheses of past human migrations from a maternal perspective.
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