Sentence examples for use a random forest from inspiring English sources

Let's use a random forest (RF) classifier5 that will simultaneously consider all genes and grow multiple decision trees to predict the phenotype without assuming a probabilistic model for the read counts.

To account for the fact that the properties of papers written by men and women differ intrinsically, we use a random forest algorithm to control for the non-gender-specific properties of these papers.

In order to achieve that aim we will use a random forest algorithm to identify the most important index tests in each study.

We note here that we will use a random forest of regression trees, where each component tree provides a probability estimate of success (denoted in [ 1] as regRF).

For this experiment, we decided to use a random forests algorithm (RF) as a base classifier (we are using the algorithm implemented in [3] for reproducibility purposes), generating 150 trees.

Using a random forest model allows us to get out-of-bag (OOB) estimates which are akin to cross-validation and are useful for estimating the performance of models created using small datasets.

Step 7, refinement, was performed using a random forest classification method.

The volume was then segmented using a random forest approach43, also available in FIJI, with active Sobel and Laplacian features.

A pairwise classification between Reactivated and either Newly Activated or Not Reactivated nuclei used a random forest classifier with a binomial family and 10,000 trees (R statistical package randomForest78.

Using a random forest as a global regression tool, we found a coefficient of determination of 0.561 in a ten-fold cross-validation.

Using a random forest classifier trained on cell type-specific genes (n, genes = 51), we estimated the cluster precision of each group as the proportion of times that the prediction correctly identified the cell type (Supplementary Data 1).