dglars: Differential Geometric Least Angle Regression

Differential geometric least angle regression method for fitting sparse generalized linear models. In this version of the package, the user can fit models specifying Gaussian, Poisson, Binomial, Gamma and Inverse Gaussian family. Furthermore, several link functions can be used to model the relationship between the conditional expected value of the response variable and the linear predictor. The solution curve can be computed using an efficient predictor-corrector or a cyclic coordinate descent algorithm, as described in the paper linked to via the URL below.

AuthorLuigi Augugliaro
Date of publication2017-02-28 11:08:35
MaintainerLuigi Augugliaro <luigi.augugliaro@unipa.it>
LicenseGPL (>= 2)
Version2.0.0
http://www.jstatsoft.org/v59/i08/.

View on CRAN

Functions

AIC.dglars Man page
alon Man page
BIC.dglars Man page
breast Man page
coef.cvdglars Man page
coef.dglars Man page
cvdglars Man page
cvdglars_ccd Man page
cvdglars.fit Man page
cvdglars_pc Man page
d2mu_de2_mk Man page
d2th_dmu2_mk Man page
dglars Man page
dglars_ccd Man page
dglars.fit Man page
dglars-package Man page
dglars_pc Man page
duke Man page
gdf Man page
logLik.dglars Man page
make_action Man page
make_coef Man page
make_cvdglars Man page
make_dglars Man page
make_ru Man page
make_summary_table Man page
phihat Man page
plot.cvdglars Man page
plot.dglars Man page
predict.dglars Man page
print.cvdglars Man page
print.dglars Man page
print.gof_dglars Man page
print.loglik_dglars Man page
setDiff Man page
summary.dglars Man page

Files

dglars
dglars/inst
dglars/inst/CITATION
dglars/src
dglars/src/Makevars
dglars/src/shared.f90
dglars/src/pc_bin_c.f90
dglars/src/ccd_bin_c.f90
dglars/src/pc_pois_c.f90
dglars/src/pc_pois_g.f90
dglars/src/pc_invgaus_c.f90
dglars/src/ccd_cvdglars.f90
dglars/src/ccd_pois_c.f90
dglars/src/tools.f90
dglars/src/pc_bin_g.f90
dglars/src/dglars.h
dglars/src/predict.f90
dglars/src/pc_invgaus_g.f90
dglars/src/pc_gaussian_g.f90
dglars/src/pc_cvdglars.f90
dglars/src/pc_gamma_c.f90
dglars/src/pc_gaussian_c.f90
dglars/src/init.c
dglars/src/pc_gamma_g.f90
dglars/NAMESPACE
dglars/data
dglars/data/duke.RData
dglars/data/alon.RData
dglars/data/breast.RData
dglars/data/datalist
dglars/R
dglars/R/phihat.R dglars/R/make_cvdglars.R dglars/R/make_summary_table.R dglars/R/d2th_dmu2_mk.R dglars/R/print.dglars.R dglars/R/make_coef.R dglars/R/make_ru.R dglars/R/print.cvdglars.R dglars/R/print.gof_dglars.R dglars/R/dglars_pc.R dglars/R/dglars.R dglars/R/predict.dglars.R dglars/R/cvdglars.fit.R dglars/R/cvdglars_pc.R dglars/R/logLik.dglars.R dglars/R/d2mu_de2_mk.R dglars/R/make_dglars.R dglars/R/BIC.dglars.R dglars/R/print.loglik_dglars.R dglars/R/setDiff.R dglars/R/make_action.R dglars/R/cvdglars_ccd.R dglars/R/dglars.fit.R dglars/R/coef.dglars.R dglars/R/plot.dglars.R dglars/R/AIC.dglars.R dglars/R/dglars_ccd.R dglars/R/cvdglars.R dglars/R/gdf.R dglars/R/plot.cvdglars.R dglars/R/coef.cvdglars.R dglars/R/summary.dglars.R
dglars/MD5
dglars/DESCRIPTION
dglars/ChangeLog
dglars/man
dglars/man/AIC.dglars.Rd dglars/man/coef.cvdglars.Rd dglars/man/phihat.Rd dglars/man/plot.cvdglars.Rd dglars/man/logLik.dglars.Rd dglars/man/plot.dglars.Rd dglars/man/print.cvdglars.Rd dglars/man/breast.Rd dglars/man/print.dglars.Rd dglars/man/predict.dglars.Rd dglars/man/duke.Rd dglars/man/summary.dglars.Rd dglars/man/dglars.Rd dglars/man/dglars-internal.Rd dglars/man/cvdglars.Rd dglars/man/coef.dglars.Rd dglars/man/alon.Rd dglars/man/gdf.Rd dglars/man/dglars-package.Rd

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