Although a variety of bivariate and multivariate methods have been proposed for this purpose [ 17, 32], there is a lot of room for new techniques that provide better estimates of the dependencies, or provide more information about the nature of these dependencies.
However, the MI that captures all the dependencies instead of just the linear ones was found to decrease with much faster trend (Figure 4C), suggesting that previous estimates of the dependencies were significantly underestimated.
This procedure corrects the standard errors of the parameter estimates for dependency, leading to unbiased estimates.
This procedure corrects the standard errors of the parameter estimates for dependency.
This observation motivates the following estimate of the dependency of the link dynamics rate on node connectivities.
For each of the p clusters, we then fit an analysis of variance (ANOVA) model to the mean expression profile of that cluster which estimates the degree of dependency between the mean expression profile and a covariate that denotes group membership; in other words, we are able to quantify how much of the variability in can be explained by group membership alone.
B) We added a new subsection on threshold robustness of avalanche dynamics ("Thresholding of continuous firing rate estimates and dependency of avalanche estimates on temporal resolution").
ReliefF, a general and successful attribute estimator, is able to effectively provide quality estimates of attributes in problems with dependencies between attributes.
This new resource will allow us to estimate the prevalence of dependency, and the relative contribution of different NCDs to needs for care in the general older population.
Bayesian network learning was used in this work to more correctly estimate the likelihood of dependency, but simpler measures such as correlation or mutual information can be also used for the same formulation.
