The biglasso Package: A Memory- and Computation-Efficient Solver for Lasso Model Fitting with Big Data in R

“Regression Shrinkage and Selection via the Lasso.”

Tibshirani R (1996) · 1996

Earlier work this paper cites.

Understanding the Linux kernel

Bovet DP, Cesati M (2005) · 2005

Earlier work this paper cites.

“RLS-weighted Lasso for adaptive estimation of sparse signals.”

Angelosante D, Giannakis GB (2009) · 2009

Earlier work this paper cites.

“Robust face recognition via sparse representation.”

Wright J, Yang AY, Ganesh A, Sastry SS, Ma Y (2009) · 2009

Earlier work this paper cites.

“Regularization paths for generalized linear models via coordinate descent.”

Friedman J, Hastie T, Tibshirani R (2010) · 2010

Earlier work this paper cites.

“A critical performance study of memory mapping on multi-core processors: An experiment with k-means algorithm with large data mining data sets.”

Rao ST, Prasad E, Venkateswarlu N (2010) · 2010

Earlier work this paper cites.

“Coordinate descent algorithms for nonconvex penalized regression, with applications to biological feature selection.”

Breheny P, Huang J (2011) · 2011

Cited alongside, same era.

“Strong rules for discarding predictors in lasso-type problems.”

Tibshirani R, Bien J, Friedman J, Hastie T, Simon N, Taylor J, Tibshirani RJ (2012) · 2012

Cited alongside, same era.

“Scalable strategies for computing with massive data.”

Kane MJ, Emerson J, Weston S (2013) · 2013

Cited alongside, same era.

“UCI Machine Learning Repository.”

Lichman M (2013) · 2013

Cited alongside, same era.

“Challenges of big data analysis.”

Fan J, Han F, Liu H (2014) · 2014

Cited alongside, same era.

“Mmap: Fast billion-scale graph computation on a pc via memory mapping.”

Lin Z, Kahng M, Sabrin KM, Chau DHP, Lee H, Kang U (2014) · 2014

Cited alongside, same era.

“A safe screening rule for sparse logistic regression.”

Wang J, Zhou J, Liu J, Wonka P, Ye J (2014) · 2014

Later among the works it cites.

“Relevance feature discovery for text mining.”

Li Y, Algarni A, Albathan M, Shen Y, Bijaksana MA (2015) · 2015

Later among the works it cites.

“Lasso Screening Rules via Dual Polytope Projection.”

Wang J, Wonka P, Ye J (2015) · 2015

Later among the works it cites.

“Efficient Feature Screening for Lasso-Type Problems via Hybrid Safe-Strong Rules.”

Original

Zeng Y, Yang T, Breheny P (2017) · 2017

Closest in time.

“Linear regression and two-class classification with gene expression data.”

Huang X, Pan W (2003) · 2078

Closest in time.