Distributed Coordinate Descent for L1-regularized Logistic Regression

MapReduce : Simplified Data Processing on Large Clusters

Dean, J. and Ghemawat, S. (2004) · 2004

Earlier work this paper cites.

Algorithms for Sparse Linear Classifiers in the Massive Data Setting

Balakrishnan, S. and Madigan, D. (2007) · 2007

Earlier work this paper cites.

Large-Scale Bayesian Logistic Regression for Text Categorization

Genkin, A., Lewis, D. D., and Madigan, D. (2007) · 2007

Earlier work this paper cites.

Sparse Online Learning via Truncated Gradient

Langford, J., Li, L., and Zhang, T. (2009) · 2009

Earlier work this paper cites.

A coordinate gradient descent method for nonsmooth separable minimization

Tseng, P. and Yun, S. (2009) · 2009

Earlier work this paper cites.

Regularization Paths for Generalized Linear Models via Coordinate Descent

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

Earlier work this paper cites.

Graphlab: A new framework for parallel machine learning

Low, Y., Gonzalez, J., Kyrola, A., Bickson, D., Guestrin, C., and Hellerstein, J. M. (2010) · 2010

Cited alongside, same era.

A Comparison of Optimization Methods and Software for Large-scale L1-regularized Linear Classification

Yuan, G.-X., Chang, K.-W., Hsieh, C.-J., and Lin, C.-J. (2010) · 2010

Cited alongside, same era.

Parallelized Stochastic Gradient Descent

Zinkevich, M., Weimer, M., Smola, A., and Li, L. (2010) · 2010

Cited alongside, same era.

A reliable effective terascale linear learning system

Original

Agarwal, A., Chapelle, O., Dudík, M., and Langford, J. (2011) · 2011

Cited alongside, same era.

Parallel Coordinate Descent for L1-Regularized Loss Minimization

Bradley, J. K., Kyrola, A., Bickson, D., and Guestrin, C. (2011) · 2011

Cited alongside, same era.

Parallel Coordinate Descent Methods for Big Data Optimization

Original

Richtárik, P. and Takáč, M. (2012) · 2012

Later among the works it cites.

More Effective Distributed ML via a Stale Synchronous Parallel Parameter Server

Ho, Q., Cipar, J., Cui, H., Kim, J. K., Lee, S., Gibbons, P. B., Gibson, G. A., Ganger, G. R., and Xing, E. P. (2013) · 2013

Later among the works it cites.

Ad Click Prediction: a View from the Trenches

McMahan, H. B., Holt, G., Sculley, D., Young, M., Ebner, D., Grady, J., Nie, L., Phillips, T., Davydov, E., Golovin, D., Chikkerur, S., Liu, D., Wattenberg, M., Hrafnkelsson, A. M., Boulos, T., and Kubica, J. (2013) · 2013

Later among the works it cites.

Parallel and Distributed Sparse Optimization

Peng, Z., Yan, M., and Yin, W. (2013) · 2013

Later among the works it cites.

An Improved GLMNET for L1-regularized Logistic Regression

Yuan, G.-X., Ho, C.-H., Hsieh, C.-J., and Lin, C.-J. (2012) · 2030

Closest in time.