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With the information of population center, central chaotic mutation and space shrinking strategy are designed to guide the evolutionary searching process.
Similarly, the best knowledge is selected to evolve the individuals in the population space and guide the evolutionary search towards the promising regions.
Firstly, quantum chromosome is used to encode the evolutionary population, and a multilevel elitist pool of quantum frogs is constructed in which quantum elitist frogs can fast guide the evolutionary population into the optimal area.
Among such algorithms, the Cultural Algorithm is a hyper-heuristic evolutionary algorithm, which explicitly utilizes the knowledge represented in the belief space as an essential component to guide the evolutionary search.
By multivariate regression analysis we found that the three parameters: probability of complex formation, expression level and degree of a protein independently guide the evolutionary rates of proteins in the PPI network.
By using strong typing when creating new motifs from old ones we ensure not only that the new motif is syntatically correct but, since crossover respects the types, they also guide the evolutionary search [ 26].
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In other words, the Fitness Function guides the evolutionary process of the candidate solutions according with a given criterion of the performance.
Meanwhile, the neural network is applied to investigate the influence of parameters on the optimized functions which thus guides the evolutionary direction of genetic algorithm.
The predicted global optimum is then taken as the third exemplar, in a way similar to the individual historical best solution and the swarm historical best solution in guiding the evolutionary process of other particles.
But many also supported either teaching creationism or the idea that God guided the evolutionary process in public schools.
We set out to assess the hypothesis that positive selection has guided the evolutionary changes found in this otherwise highly conserved pathway.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com