Sentence examples for more predictors and from inspiring English sources

Therefore, the calculations are performed using a least squares regression approach to describe the statistical relationship between one or more predictors and a response variable.

Multiple logistic regression was performed to evaluate the dependence of categorical variables on one or more predictors, and linear multiple regression was used to model the dependence of scalar variables on one or more explanatory variables.

Often an analysis explores the association between one or more predictors and an outcome but some of the predictors have missing values.

Results show that with more predictors and looser cutoff, additional predictions increase slowly, while true positives increase and the filter power decreases rapidly.

The robustness of the imputation model was examined creating fewer (m = 20) and more (m = 150) datasets and using less and more predictors, and furthermore, complete case analyses were performed as sensitivity analyses.

Unlike standard statistical models, this modeling approach makes no a priori assumptions about the relationship between the response and predictor variables, can make accurate predictions from 'wide' datasets containing more predictors than observations, and are less susceptible to spatial autocorrelation [ 38, 40, 41].

Our proposed method is valid when the regression problem comprises more predictors than observations, and is based on an established technique, that of Hoerl et al.

Using simulation studies, we demonstrate that our method outperforms competing penalised regression methods in terms of prediction error when data comprise more predictors than observations and there are many causal variables with small effects, a situation that is representative of genetic data.

The system is modular, so as more targeted drugs become available and more predictors of response are identified, new assays can be designed and introduced to existing panels.

Future research should explore more predictors of group membership and any interactions between them.

Nevertheless, a study with a larger sample size will enable the simultaneous evaluation of more predictors in the future and may help confirm our findings.