Top "Feature-selection" questions

In machine learning, this is the process of selecting a subset of most relevant features to construction your data model.

TypeError: only integer arrays with one element can be converted to an index

I'm getting the following error when performing recursive feature selection with cross-validation: Traceback (most recent call last): File "/Users/.../srl/…

python scikit-learn feature-selection
Feature/Variable importance after a PCA analysis

I have performed a PCA analysis over my original dataset and from the compressed dataset transformed by the PCA I …

python machine-learning scikit-learn pca feature-selection
Correlated features and classification accuracy

I'd like to ask everyone a question about how correlated features (variables) affect the classification accuracy of machine learning algorithms. …

machine-learning classification correlation feature-selection
scikit learn - feature importance calculation in decision trees

I'm trying to understand how feature importance is calculated for decision trees in sci-kit learn. This question has been asked …

python scikit-learn decision-tree feature-selection
How to handle date variable in machine learning data pre-processing

I have a data-set that contains among other variables the time-stamp of the transaction in the format 26-09-2017 15:29:32. I …

python r machine-learning logistic-regression feature-selection
How is the feature score(/importance) in the XGBoost package calculated?

The command xgb.importance returns a graph of feature importance measured by an f score. What does this f score …

python r classification feature-selection xgboost
find important features for classification

I'm trying to classify some EEG data using a logistic regression model (this seems to give the best classification of …

scikit-learn feature-selection
Difference between varImp (caret) and importance (randomForest) for Random Forest

I do not understand which is the difference between varImp function (caret package) and importance function (randomForest package) for a …

r random-forest r-caret feature-selection
Recursive feature elimination on Random Forest using scikit-learn

I'm trying to preform recursive feature elimination using scikit-learn and a random forest classifier, with OOB ROC as the method …

python pandas scikit-learn random-forest feature-selection
Best practice for holding huge lists of data in Java

I'm writing a small system in Java in which i extract n-gram feature from text files and later need to …

java data-structures feature-extraction feature-selection computation