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We also design an improved random forest classifier based on these network topological features, and a cross-validation test confirms that our method performs better than previous similar studies.
Although various types of integration strategies are being applied in current studies, the topological properties of the networks from these different integration strategies, especially typical applications based on these network integration strategies, have not been rigorously evaluated.
Based on these network connections and the anatomical characteristics of each subregion, theories about specific functions of the individual hippocampal subregions in learning and memory have been proposed by computational modeling (Rolls and Kesner, 2006; Rolls, 2010).
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Based on these networks and the ones for other variable importance thresholds (data not shown), it is tempting to suggest that TFs at the top of the dependency hierarchies are more enriched for FB.
The RSA will spend the next year feeding back the findings published in Connected Communities to residents, and helping them to design and test interventions based on these networks to address local problems.
One of the important findings based on these networks is that strong ground motions are quite site-dependent.
Based on these networks, rainfall is estimated by using three rainfall interpolation methods: nearest neighbor (NN), inverse distance weighting (IDW) and ordinary kriging (OK).
To obtain the optimal network design, we use a trial-and-error approach, i.e., preselected depths and number of Poisson wavelets are combined to form various networks; based on these networks, different solutions are computed.
Also, based on these networks, an integrated system for continuous prediction of surface roughness was developed, and a computer program was designed for selecting the appropriate machining conditions required to achieve desired values of surface roughness parameters.
Based on these networks, the subcomponent structure of the complexes can be resolved more satisfactorily and subcomplexes can be identified.
For each ratio pair (CR, ER), 1,000 randomly connected artificial neural networks were constructed, and simulations based on these networks were carried out.
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CEO of Professional Science Editing for Scientists @ prosciediting.com