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This robustness can be achieved by different approaches using formulations of statistical decision theory which all require many function evaluations throughout the optimisation.
A drawback of heuristic algorithms (many function evaluations are required until convergence) is transformed into an advantage with respect to likelihood confidence regions.
Generally, it is quite complex to generate the likelihood confidence region since many function evaluations have to be performed in the surrounding of the parameter estimates θ ^.
However, heuristic optimization algorithms like PSO perform many function evaluations in the whole search space anyway, and therefore, they are well suited to determine the likelihood confidence region [12].
Besides, such methods require too many function evaluations of the metabolic network, since the number of parameters to be estimated is high (131 parameters in the case study).
Similar(55)
This irregularity of the surrogate led to the optimization algorithm requiring many more function evaluations than might have otherwise been necessary.
However, this may involve many performance function evaluations, each requiring a non-linear dynamic analysis, which may be very computationally demanding.
In many cases, e.g. in antenna optimization, the function evaluations are time consuming, and therefore it is important to reduce the number of evaluations but still obtain a good approximation.
In many engineering simulation-based optimization problems, the number of function evaluations is a prohibitive factor limited by time or cost.
All function evaluations on calculators and computers are accomplished in this manner.
-Optimization under uncertainties using a limited number of function evaluations.
Related(17)
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many service evaluations
many function forms
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many program evaluations
many impact evaluations
many function similarities
many cost evaluations
many function spaces
many project evaluations
many model evaluations
many function calls
many teacher evaluations
many function words
many function problems
many conference evaluations
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