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The combination of random sampling and feature selection techniques were used to ensure the necessary diversity level of classifiers at the first step.
In Equation 17, the inertial weight factor provides the necessary diversity to the swarm by changing the momentum of particles and hence avoids the stagnation of particles at the local optima.
Interestingly, research suggests that this kind of diversity of thinking does not require demographic diversity (diversity in terms of age, gender, etc)., that commitment to the well-being of the project (D) can lead to sound processes that produce the necessary diversity of ideas (Chowdhury, 2004).
Of course, any segmentation technique can benefit from additional constraints, but creating the necessary diversity of prior models can add to the complexity.
The maximum-PD panel, by choosing haplotypes from different regions of the tree of haplotypes, is more likely than a random panel to supply the necessary diversity to impute sites localized in a subgroup within the entire sample population.
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Weed populations that lacked the necessary genetic diversity faded from our fields, lawns and waste places; historians of agriculture can cite many such casualties.
The necessary product diversity is shift from mechanical or physical components to software components.
The combinatorial arrangement of N-substituted free amines provided the necessary chemical diversity, and the positional scanning format adopted for this particular library afforded a convenient screening scheme with 52 pools, each containing 320 (pools 1 20) or 256 individual peptoids (pools 21 52), for a total of 5,120 compounds [33].
Mechanisms that are as yet poorly understood may be acting in those populations to maintain the necessary genetic diversity for the species to adapt to changing environments.
We believe that this dataset contains the necessary genetic diversity for a germplasm base to start a breeding program guided toward drier areas in Chile.
While forecasting corresponds to the mode 1 approach in my classification foresight aims at a broader and more explorative view on futures acknowledging their necessary diversity.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com