However, the variation trend of predictions for lower scaled porous media is in agreement with experimental data only at higher mercury saturation.
In this study, we investigate the distributions of curvelet coefficients and use kernel density estimation (KDE) which provides better fits for lower scales as well.
From the correlation plots in Figs. 4 and 5, plotting predicted segmentation accuracy q(P,L) versus true E 2(P,L) for each individual algorithm in CASIA and IITD (test sets only), we can see that predictions are quite accurate (note the dual log-scale explaining the wider spread for lower scales) confirming the effectiveness of the proposed simple neural network-based technique.
Regarding the necessary data scale, this forecaster gave improvements for time series with mean values as low as 30 counts per day, but informal tests have suggested that the method is applicable for lower scales as long as weekend counts do not drop off to zero.
The model has a modular structure, in which the higher scales set the boundary conditions for the lower scales, and the lower scales alter some of the constants in the upper scales.
The lower scale is for new researchers on their first grants, and the upper scale is for those who receive fellowship grant money.
By not segmenting the entire set of observations, and by setting the crucial segmentation parameters for detecting breakpoints in the lower scale, speed is gained while still retaining robustness as long as the standard deviation cut off is not set too low.
The identification of macroscale control parameters – as those depending on the field (gravity, electromagnetic fields) or emerging from the cooperativity among the field's components (tissue stiffness, cell-to-cell connectivity) – are mandatory for assessing boundary conditions for models at lower scales, thus providing a concrete instantiation of top-down effects.
The children excluded from the analysis were similar to the included population (data not shown), except for lower Full-Scale IQ (105.18 ± 12.47 compared with 110.07 ± 14.46, p = 0.002) and a higher proportion of rural residents (35.2% compared with 17.3%) and lower proportion of urban residents (33.0% compared with 43.4%; p < 0.001).
Regarding the second criterion, inputs to global SPI processes from lower-scale spaces for deliberation could be realized, for instance, by integrating the findings of local or regional mini-publics (Niemeyer, 2014), by organizing regional consultation processes or by affiliating to existing subsidiary SPI bodies on the national or local level.
