Sentence examples for developed using random from inspiring English sources

The concept of comparing predictive models to models developed using random (or scrambled) data is common when developing and validating quantitative models such as QSAR equations [19].

A statistical model to predict systemic progression (with and without clinical variables) using a training set was developed using random forests [21] and logistic regression as described in Methods.

The model logic detailed in Figures 1 3 was implemented in FORTRAN, with agent properties developed using random number generators over a long set of simulations (here, 2000 time steps).

An unbiased labeling protocol was developed using random primers.

The final models were developed using Random forest algorithm implemented in WEKA package [ 27, 28].

The models developed using Random Forest can be visualized graphically by using multidimensional scaling to plot the relative similarity between patients in the trees [ 19].

Linear and restricted cubic spline (RCS) models (with three knots, located at the 10th, 50th and 90th percentiles of the data) of the natural logarithm-transformed risk estimates were developed using random-effects meta-analysis methods, to incorporate heterogeneity.

The prediction model was developed using a random sample of 50%% of the dataset (development group), and was subsequently tested upon the remaining 50%% (validation group).

The k-NN models were developed using the random forest distance metric.

A statistical orthosis selection model was developed using the Random Forest Algorithm (RFA).

Then, separate crash risk analysis models were developed using Bayesian random parameter logistic regression technique; data from Shanghai urban expressway system were employed to conduct the empirical study.