Sentence examples for small subset of features from inspiring English sources

The dataset contains a large number of samples for a small subset of features and tasks present in the ELEA corpus.

An interesting optimization aspect addressed in the genetic optimization environment deals with a construction of optimal subspaces of the overall feature space: in highly dimensional spaces we can envision that only a small subset of features is essential and their reduction may help develop a compact network.

However, we assume that only a small subset of features are important in determining the distance between two patients.

One method of regularization, known as 'feature selection', is to select a small subset of features that are sufficient to model the data.

LASSO regression includes an L1 constraint that selects a small subset of features in X to explain the y variable and is preferred for interpretability purposes.

The aim of feature selection is to form, from all available features in a dataset, a relatively small subset of features capable of producing the optimal classification accuracy.

Compared to PSO SVM, HHPSO SVM obtained higher classification accuracy using a smaller subset of features.

In previous work, some models either use hundreds of features as an input or exhaustively search on a preselected smaller subset of features.

The numerical results and statistical analysis show that the proposed IFS method performs significantly better than the other three methods in terms of prediction accuracy with smaller subset of features.

We show that a GA can be used to select a smaller subset of features that together form a genetically fit family for successful fault identification and classification tasks.

We found that using a smaller subset of features (∼10 15), we can train a classifier with only slightly lower prediction accuracy (details omitted).