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QuanDA (version 1.0.0)

Quantile-Based Discriminant Analysis for High-Dimensional Imbalanced Classification

Description

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.

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Version

Install

install.packages('QuanDA')

Monthly Downloads

112

Version

1.0.0

License

GPL-2

Maintainer

Qian Tang

Last Published

November 24th, 2025

Functions in QuanDA (1.0.0)

breast

Example breast cancer data
predict.quanda

Make Predictions from a `quanda` Object
quanda

Fit QuanDA for imbalanced binary classification