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This assures the diversity of the algorithm.
The strength of an ensemble model depends on the diversity of the algorithm and the predictive ability of the base models.
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As might be expected, the gains yielded by this approach generally scale with the quality of the individual methods integrated, the number of methods included, and, importantly, the diversity of the comprised algorithms (Kuncheva and Whitaker 2003).
Compared with NSGA-II, the diversity of the proposed gene algorithm represents a clear improvement.
The crossover constant (C R ), in the range 0 ≤ C R ≤ 1, controls the diversity of the population and aids the algorithm to escape from local optima.
However, the diversity of the population and exploration capability of the algorithm may deteriorate or may be completely lost through a very small number of generations, i.e., at the beginning of the optimization process, that cause problems such stagnation and/or premature convergence.
"The study found that the algorithm suppresses the diversity of the content you see in your feed by occasionally hiding items that you may disagree with and letting through the ones you are likely to agree with," she wrote.
And here's more: The study found that the algorithm suppresses the diversity of the content you see in your feed by occasionally hiding items that you may disagree with and letting through the ones you are likely to agree with.
The multi-V-shaped transfer function helps the proposed algorithm to preserve the diversity of the solutions and thus refine the convergence rate of the proposed algorithm.
The results indicate that the proposed particle swarm optimization algorithm constitutes an attractive alternative for solving the optimal product line design problem because its performance is comparable to that of genetic algorithms concerning the best solution found while it outperforms genetic algorithms regarding the diversity of the final set of provided solutions.
The experiments are firstly conducted on our simulation platform to testify the new algorithm's applicability to the diversity of the geomagnetic reference maps, and some experiments are also tried on the real-surveyed MMF data to validate the algorithm in real environments.
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