Sentence examples for built an ensemble model from inspiring English sources

As the epitopes prediction was an imbalanced problem, Zhang et al. [ 18] built an ensemble model using bootstrap technique to deal with imbalanced datasets.

Based on the same dataset, Riddick et al. built an ensemble regression model using Random Forest [ 10]; Lee et al. developed a co-expression extrapolation algorithm by comparing the differences of gene expression between sensitive and resistant cell lines [ 11].

Since the SOHN facilitates the combination of different learning methods it also provides a mechanism to build an ensemble of models at the knowledge level.

The most common boosting algorithm is AdaBoost [ 27], which iteratively builds an ensemble of models with weighted samples.

Efficient ways to build an ensemble of models include bagging, boosting and randomization-based methods such as random forests (Dietterich, 2000; Friedman et al., 2001).

For each alternative alignment, the MODELLER program [11] is used to build an ensemble of one hundred models, all solutions of the same distance geometry problem, but with different initial conditions for the molecular dynamics optimization step.

As it has previously been shown that, when an ensemble model is employed, building the model from a fused set of data types is favored compared to fusing ensemble models built from the individual data type [ 35], we combined the two data types by fusing them into one feature set before applying the random forest algorithm.

"All that data was then put into an ensemble model," Wylie says.

Combining these base classifiers creates an ensemble model.

Established selection guidelines are not yet available for an ensemble model of multiple models [ 70].

A comprehensive model for these proteins requires one to build an ensemble consisting of a finite collection of structures, and their corresponding relative stabilities, which adequately capture the range of accessible states of the protein.