Sentence examples for model variable selection from inspiring English sources

Additionally, sometimes there are too many variables to fit the model; variable selection may thus be needed.

Based on gene expression correlation clustering and cell-type analyses, 15 meta-genes and 3 normalization genes were defined as inputs for model variable selection (Table 2, Figure 6).

Table 4 Full information maximum likelihood estimates of the switching regression model Variables Selection Nonmembers Members Coef Std.

Along with full-spectrum partial least squares (PLS) modeling, variable selection by dynamic backward PLS and genetic algorithms was utilized in an effort to mitigate the effects of raw material variability.

Specifically, her interest in statistical methodology covers hierarchical model development, variable selection, model averaging, predictive modeling and the analysis of large complex datasets.

Bayesian mixed models and variable selection models were used and, based on parameter samples from the model posterior distributions, explained variances were further partitioned at the level of chromosomes and genome segments.

The remainder samples (representing the inner layer), N j = N- q, are then used for building the calibration model and variable selection, for example using the regular k-fold CV.

A mathematical model for variable selection in functional linear regression models with scalar response is proposed.

Model or variable selection is usually achieved through ranking models according to the increasing order of preference.

We compared the variables included in the final model by either using model selection that did not consider diagnostic outcome, or by retaining diagnostic outcome in the model throughout variable selection.

Cubic and quadratic terms were incorporated into the regression model through variable selection procedures.