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DWDLargeR (version 0.2-0)

DWDLargeR-package: Fast Algorithms for Large Scale Generalized Distance Weighted Discrimination

Description

Solving large scale distance weighted discrimination. The main algorithm is a symmetric Gauss-Seidel based alternating direction method of multipliers (ADMM) method.

Arguments

Author

Xin-Yee Lam, J.S. Marron, Defeng Sun, and Kim-Chuan Toh

Details

The package DWDLargeR contains two main functions:
penaltyParameter
genDWD

References

Lam, X.Y., Marron, J.S., Sun, D.F., and Toh, K.C. (2018) ``Fast algorithms for large scale generalized distance weighted discrimination", Journal of Computational and Graphical Statistics, forthcoming.
https://arxiv.org/abs/1604.05473