While these indicators could be included in the three-stage model, the analysis does not offer the flexibility for modelling data with heterogeneous conditional distributions.
Ordinary least squares regression, logistic regression (after categorization) and general linear mixed models assume that covariates affect only the location of the conditional distribution of the response, and not its scale or any other aspect of its distributional shape, while quantile regression has the flexibility for modeling of data with heterogeneous conditional distributions.
Boccanfuso and Kaboré ([2004]), however, did find that the relationship between poverty, growth, and inequality relationship is heterogeneous and conditional on context.
Results: Here, we present the heterogeneous hidden conditional random field, a new integrated array-CGH analysis method for jointly classifying tumors, inferring copy numbers and identifying clinically relevant positions in recurrent alteration regions.
Over the 10 instances for each setting, we ran our heterogeneous hidden conditional random fields model with C=2 states ('normal' and 'amplified') and β∈{5,10,20} for 100 iterations, and compared it to a purely non-sequential LR model tuned by gradient descent with learning rate 0.1 and momentum 0.5 over 100 iterations.
MARS supports legacy modules, heterogeneous execution environments, conditional execution flows, dynamic module invocation and realignment, runtime binding of output data paths, and a simple specification language to script module actions.
The work presented in this paper investigates the potential of the GDM to solve inverse problems in hydrogeology, or subsurface hydrology, and produce heterogeneous transmissivity fields conditional to both transmissivity and piezometric head measurements within a stochastic context.
An industrial sector-level analysis turns out to be a reasonable way to investigate it, conditional on the heterogeneous characteristics of each country and sector.
In fact, for some of the variables used in this study, heterogeneous effects emerged across the conditional distribution of pupils' achievement.
An approach to calculating transition rates in dynamically heterogeneous populations, which generalizes the conditional averaging of hazard rates done in "fixed frailty" population models, is presented to describe health processes with multiple jumps.
Group composition (i.e., homogeneous vs. heterogeneous) appears to have a conditional effect on achievement on high-level items, depending on one's initial reasoning ability.
