Quantile-Based Discriminant Analysis for High-Dimensional Imbalanced Classification

Implements quantile-based discriminant analysis (QuanDA) for imbalanced classification in high-dimensional, low-sample-size settings. The method fits penalized quantile regression directly on discrete class labels and tunes the quantile level to reflect class imbalance.


Reference manual

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install.packages("QuanDA")

1.0.0 by Qian Tang, 10 months ago


Browse source code at https://github.com/cran/QuanDA


Authors: Qian Tang [aut, cre] , Yuwen Gu [aut] , Boxiang Wang [aut]


Documentation:   PDF Manual  


GPL-2 license


Imports hdqr, pROC, stats, methods


See at CRAN