Existing efficient network structures including locations, capacities and business partner relations as well as the supply chain operations were disregarded, as a counterproductive decoupling of decisions could be observed in this case.
The Bluetooth nodes are usually battery-powered, which puts a strong demand on the design of energy-efficient network structures.
Genetic optimization has proven beneficial in the determination of efficient neural network structure through a population of individuals, which evolves toward optimum solutions through defined genetic operators (selection, crossover, and mutation) [ 26, 27].
Since the exponential family includes not only Gaussian but also binomial, multinomial, Poisson, gamma distributions and others, FuseNet can achieve great flexibility in estimating gene networks from diverse data (Section 3.6) and also comes with an efficient algorithm for network structure estimation (Section 3.8).
We have found that the proposed hybrid can provide significant advantages over standard multilayer perceptron networks in terms of fast and efficient learning, and compact network structure in complex classification problems.
In both patient groups, bilateral medial temporal lobe activation correlated positively with verbal and visual memory performance implying efficient network reorganization within these structures.
Briefly, under several assumptions, it is decomposed to the score of the gene assignment and the score of the network structure, allowing efficient learning of each aspect, while the other is fixed.
The second result compares the structure of the efficient network with the strategically stable network.
Identifying the most influential spreaders in complex networks is crucial for optimally using the network structure and designing efficient strategies to accelerate information dissemination or prevent epidemic outbreaks.
