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The advantage of using MIDAS regression is in the flexible and parsimonious modelling of the influence of the rain and flow on trends in water quality variables.
The network provides an efficient approach to prediction by parsimonious modelling and aims to avoid overfitting of data.
Furthermore, we have found that the structural assumptions in a simple compartmental model of CD4+ progression (Fig. 1a) provides a very good statistical description of interperson variability in progression rates (Fig. 2) increasing the confidence in such parsimonious modelling approaches.
Hence, there has been long standing interest in identifying the sources of non-additivity, dating back as far as Tukey [ 22], and in more parsimonious modelling of the interaction effects.
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Rainfall shocks were not significant and therefore dropped from the parsimonious model.
AIC penalizes complex models with more parameters; smaller values indicate a more parsimonious model.
Average apparent nest survival (28.9%) was similar to the most parsimonious model above (25.0%).
In consequence, they were excluded in order to have a more parsimonious model.
Thus, RGF was considered the most parsimonious model to explain the results.
Conversely, parsimonious models try to explain phenomena with as few parameters as possible.
This is a parsimonious model requiring only two parameters per season.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com