kerndwd: Distance Weighted Discrimination (DWD) and Kernel Methods

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A novel implementation that solves the DWD and the kernel DWD which can be hundred times faster than the existing implementation of DWD based on the second-order-cone programming (SOCP). The package also handles some other general loss functions including large-margin unified machines (LUM).

Author
Boxiang Wang <boxiang@umn.edu>, Hui Zou <hzou@stat.umn.edu>
Date of publication
2015-10-01 23:51:22
Maintainer
Boxiang Wang <boxiang@umn.edu>
License
GPL-2
Version
1.1.2

View on CRAN

Man pages

BUPA
BUPA's liver disorders data
cv.kerndwd
cross-validation
dots
Kernel Functions
kerndwd
solve Linear DWD and Kernel DWD
kerndwd-package
Kernel Distance Weighted Discrimination
plot.cv.kerndwd
plot the cross-validation curve
plot.kerndwd
plot coefficients
predict.kerndwd
predict class labels for new observations

Files in this package

kerndwd
kerndwd/COPYING
kerndwd/src
kerndwd/src/Makevars
kerndwd/src/llum.f90
kerndwd/src/klum.f90
kerndwd/src/wklum.f90
kerndwd/src/wllum.f90
kerndwd/src/wkdwd.f90
kerndwd/src/kdwd.f90
kerndwd/src/ldwd.f90
kerndwd/src/wldwd.f90
kerndwd/NAMESPACE
kerndwd/data
kerndwd/data/BUPA.rda
kerndwd/R
kerndwd/R/cv.kerndwd.R
kerndwd/R/plot.kerndwd.R
kerndwd/R/kerndwd.R
kerndwd/R/utilities.R
kerndwd/R/predict.kerndwd.R
kerndwd/R/kernels.R
kerndwd/R/plot.cv.kerndwd.R
kerndwd/MD5
kerndwd/DESCRIPTION
kerndwd/man
kerndwd/man/BUPA.Rd
kerndwd/man/plot.kerndwd.Rd
kerndwd/man/predict.kerndwd.Rd
kerndwd/man/cv.kerndwd.Rd
kerndwd/man/dots.Rd
kerndwd/man/kerndwd.Rd
kerndwd/man/kerndwd-package.Rd
kerndwd/man/plot.cv.kerndwd.Rd