Extending Lasso Model Fitting to Big Data


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Documentation for package ‘biglasso’ version 1.6.0

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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
coef.biglasso Model predictions based on a fitted 'biglasso' object
coef.cv.biglasso Model predictions based on a fitted 'cv.biglasso()' object
coef.mbiglasso Model predictions based on a fitted 'biglasso' object
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 Model predictions based on a fitted 'biglasso' object
predict.cv.biglasso Model predictions based on a fitted 'cv.biglasso()' object
predict.mbiglasso Model predictions based on a fitted 'biglasso' object
print.summary.cv.biglasso Summarizing inferences based on cross-validation
setupX Set up design matrix X by reading data from big data file
summary.cv.biglasso Summarizing inferences based on cross-validation