bigsplines: Smoothing Splines for Large Samples

Fits smoothing spline regression models using scalable algorithms designed for large samples. Six marginal spline types are supported: cubic, different cubic, cubic periodic, cubic thin-plate, ordinal, and nominal. Random effects and parametric effects are also supported. Response can be Gaussian or non-Gaussian: Binomial, Poisson, Gamma, Inverse Gaussian, or Negative Binomial.

Author
Nathaniel E. Helwig <helwig@umn.edu>
Date of publication
2016-08-13 11:01:28
Maintainer
Nathaniel E. Helwig <helwig@umn.edu>
License
GPL (>= 2)
Version
1.0-9

View on CRAN

Man pages

bigspline
Fits Smoothing Spline
bigsplines-internal
Internal functions for big splines package
bigsplines-package
Smoothing Splines for Large Samples
bigssa
Fits Smoothing Spline ANOVA Models
bigssg
Fits Generalized Smoothing Spline ANOVA Models
bigssp
Fits Smoothing Splines with Parametric Effects
bigtps
Fits Cubic Thin-Plate Splines
binsamp
Bin-Samples Strategic Knot Indices
imagebar
Displays a Color Image with Colorbar
makessa
Makes Objects to Fit Smoothing Spline ANOVA Models
makessg
Makes Objects to Fit Generalized Smoothing Spline ANOVA...
makessp
Makes Objects to Fit Smoothing Splines with Parametric...
plotbar
Generic X-Y Plotting with Colorbar
plotci
Generic X-Y Plotting with Confidence Intervals
predict.bigspline
Predicts for "bigspline" Objects
predict.bigssa
Predicts for "bigssa" Objects
predict.bigssg
Predicts for "bigssg" Objects
predict.bigssp
Predicts for "bigssp" Objects
predict.bigtps
Predicts for "bigtps" Objects
print
Prints Fit Information for bigsplines Model
summary
Summarizes Fit Information for bigsplines Model

Files in this package

bigsplines
bigsplines/src
bigsplines/src/linker.f
bigsplines/src/cubkerzsym.f
bigsplines/src/sumfreq.f
bigsplines/src/nomker.f
bigsplines/src/perker.f
bigsplines/src/ordker.f
bigsplines/src/cubkersym.f
bigsplines/src/linkersym.f
bigsplines/src/nomkersym.f
bigsplines/src/perkersym.f
bigsplines/src/tpsker.f
bigsplines/src/ordkersym.f
bigsplines/src/cubker.f
bigsplines/src/tpskersym.f
bigsplines/src/cubkerz.f
bigsplines/NAMESPACE
bigsplines/R
bigsplines/R/postvar.R
bigsplines/R/predict.bigssg.R
bigsplines/R/remlri.R
bigsplines/R/gcvcss.R
bigsplines/R/bigssp.R
bigsplines/R/tcprod.R
bigsplines/R/lamcoefg.R
bigsplines/R/predict.bigtps.R
bigsplines/R/makessg.R
bigsplines/R/imagebar.R
bigsplines/R/bigssg.R
bigsplines/R/rkron.R
bigsplines/R/nbmle.R
bigsplines/R/print.bigssg.R
bigsplines/R/getRandom.R
bigsplines/R/plotci.R
bigsplines/R/print.summary.bigssp.R
bigsplines/R/remlvc.R
bigsplines/R/print.bigssp.R
bigsplines/R/summary.bigssp.R
bigsplines/R/smartssg.R
bigsplines/R/lamcoef.R
bigsplines/R/ssgwork.R
bigsplines/R/gcvssa.R
bigsplines/R/print.summary.bigssg.R
bigsplines/R/predict.bigssa.R
bigsplines/R/sspwork.R
bigsplines/R/print.summary.bigtps.R
bigsplines/R/bigtps.R
bigsplines/R/makessa.R
bigsplines/R/smartssa.R
bigsplines/R/summary.bigssg.R
bigsplines/R/summary.bigtps.R
bigsplines/R/print.bigssa.R
bigsplines/R/bigspline.R
bigsplines/R/makeZtZ.R
bigsplines/R/predict.bigspline.R
bigsplines/R/lamloop.R
bigsplines/R/sspdpm.R
bigsplines/R/binsamp.R
bigsplines/R/print.bigtps.R
bigsplines/R/makerkm.R
bigsplines/R/bigssa.R
bigsplines/R/pdsXty.R
bigsplines/R/num2col.R
bigsplines/R/print.summary.bigssa.R
bigsplines/R/plotbar.R
bigsplines/R/smartssp.R
bigsplines/R/ssblup.R
bigsplines/R/gcvssp.R
bigsplines/R/ssadpm.R
bigsplines/R/makeZtX.R
bigsplines/R/unifqsum.R
bigsplines/R/summary.bigspline.R
bigsplines/R/gcvssg.R
bigsplines/R/unifqsumg.R
bigsplines/R/gcvgss.R
bigsplines/R/summary.bigssa.R
bigsplines/R/pinvsm.R
bigsplines/R/ssawork.R
bigsplines/R/predict.bigssp.R
bigsplines/R/print.summary.bigspline.R
bigsplines/R/print.bigspline.R
bigsplines/R/makessp.R
bigsplines/R/lamloopg.R
bigsplines/MD5
bigsplines/DESCRIPTION
bigsplines/ChangeLog
bigsplines/man
bigsplines/man/plotbar.Rd
bigsplines/man/bigsplines-internal.Rd
bigsplines/man/bigspline.Rd
bigsplines/man/predict.bigssp.Rd
bigsplines/man/makessp.Rd
bigsplines/man/predict.bigspline.Rd
bigsplines/man/imagebar.Rd
bigsplines/man/bigssa.Rd
bigsplines/man/makessg.Rd
bigsplines/man/bigssg.Rd
bigsplines/man/bigssp.Rd
bigsplines/man/plotci.Rd
bigsplines/man/predict.bigtps.Rd
bigsplines/man/print.Rd
bigsplines/man/predict.bigssg.Rd
bigsplines/man/binsamp.Rd
bigsplines/man/bigtps.Rd
bigsplines/man/makessa.Rd
bigsplines/man/predict.bigssa.Rd
bigsplines/man/summary.Rd
bigsplines/man/bigsplines-package.Rd