All functions

biglasso-package

Extending Lasso Model Fitting to Big Data

biglasso()

Fit lasso penalized regression path for big data

biglasso_fit()

Direct interface to biglasso fitting, no preprocessing

biglasso_path()

Direct interface to biglasso fitting, no preprocessing, path version

colon

Gene expression data from colon-cancer patients

cv.biglasso()

Cross-validation for biglasso

plot(<biglasso>)

Plot coefficients from a "biglasso" object

plot(<cv.biglasso>)

Plots the cross-validation curve from a "cv.biglasso" object

plot(<mbiglasso>)

Plot coefficients from a "mbiglasso" object

predict(<biglasso>) predict(<mbiglasso>) coef(<biglasso>) coef(<mbiglasso>)

Model predictions based on a fitted biglasso object

predict(<cv.biglasso>) coef(<cv.biglasso>)

Model predictions based on a fitted cv.biglasso() object

setupX()

Set up design matrix X by reading data from big data file

summary(<cv.biglasso>) print(<summary.cv.biglasso>)

Summarizing inferences based on cross-validation