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There are only successive variables at this stage in many traditional planning literatures.
Table 2 shows the incremental performance in terms of area under the ROC curve as successive variables are added to the models in both data sets.
Cases were ranked first on the basis of diagnostic group and then subsequently for the closest possible match for 5 other successive variables.
In the context of regression applied to signal processing, when the data is a time series, Land and Friedman, (1996) propose to encode the expected positive correlation between successive variables by choosing a regularization term that forces successive variables of the classifier to have similar weights.
Similar(56)
Specific regression models were refined using a statistical selection procedure: successive variable elimination based on Akaike's Information Criterion.
Models were fitted in order of forward selection; starting with an intercept-only model that had no predictors, successive predictor variables were added one at a time.
Successive p-variable partitioning of the n-dimensional design space (with p⪯¡n) are applied to adapt the simplex optimization to large dimensions.
In this way, the statistical examination of each successive block of variables represents the contribution of those variables over and above the preceding blocks.
The models were refined by successive removal of variables showing no statistically significant contribution to the fit of either model, other than the selected cooking fuel variables, which were retained in the models irrespective of their statistical significance.
However, while the logistic regression, by including successive blocks of variables in the analysis has resulted in an increase in the Nagelkerke R Square statistic, the overall ability of the model to predict individual respondents who were Highly Annoyed remains low (Nagelkerke's R Square = .112).112
Speaking requires an accurate control of highly variable successive articulatory movements, each involving simultaneous actions of multiple articulators [1, 2], and all of them coordinated in such a way that many layers of meanings are simultaneously encoded [3].
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com