outqrf

Find the Outlier by Quantile Random Forests

CRAN Package

Provides a method to find the outlier in custom data by quantile random forests method. Introduced by Meinshausen Nicolai (2006) https://dl.acm.org/doi/10.5555/1248547.1248582. It directly calls the ranger() function of the 'ranger' package to perform data fitting and prediction. We also implement the evaluation of outlier prediction results. Compared with random forest detection of outliers, this method has higher accuracy and stability on large datasets.


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  • Imports6 packages
  • Suggests3 packages