For example, an analysis on a model with 10 parameters will produce 20 parallel jobs (one maximizing optimization and one minimizing optimization for each parameter).
Specifically, we show how to interpret correctly the dispersion curves of phononic crystals made of unit cells optimized by bandgap maximizing topology optimization when the optimized unit cells turn out to be 45°-rotated augmented supercells.
This algorithm is part of the class of Expectation Maximization (EM) algorithms (Dempster et al., 1977) which iteratively maximize their optimization function.
Thus, the similarity term is maximized during optimization for intra-class examples and the dissimilarity term is maximized for inter-class examples.
The optimal hyperparameter set is defined as the one that maximizes the optimization criterion.
Thus, subject to the sum power budget P at the eNB, the system sum-rate is maximized by the following optimization maximize w ~ 1, …, w ~ K ∑ i = 1 K log 1 + ρ i h i H w ~ i 2 ∑ j ≠ i K ρ i h i H w ~ j 2 + 1 subject to ∑ i = 1 K w ~ i 2 ≤ P. (4).
The fluorescence yield is maximized by optimization of the a-Si0.85C0.15:H layer thickness.
Murine pancreatic islets were covalently biotinylated through targeting of cell surface amines and aldehydes and both islet viability and the surface density of streptavidin were maximized through optimization of biotinylation conditions.
The antifungal effects of antibiotic, produced by S. diastatochromogenes KX852460 were maximized by optimization of the medium components through central composite design (CCD) of response surface methodology.
Classifiers that use linear equations, such as linear Support Vector Machines (SVM) (and many others), seek the parameters w = [ w1,…, w d ] ∈ ℜ d (a vector) and b ∈ ℜ (a constant), such that the formula (1) f w, b (x ) = ∑ i = 1 d w i × x i + b maximizes some optimization (this depends on the machine learning algorithm employed).
According to the current content priority and the current network condition, decision engine find the optimal adaptation scheme from AQoS to not only satisfy all constraints but also maximize or minimize optimization value.
