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stat.ML2016
Distributed Coordinate Descent for Generalized Linear Models with Regularization
Ilya Trofimov, Alexander Genkin
Generalized linear model with and regularization is a widely used technique for solving classification, class probability estimation and regression problems. With the n…
stat.ML2014★ 3 cited
Distributed Coordinate Descent for L1-regularized Logistic Regression
Ilya Trofimov, Alexander Genkin
Solving logistic regression with L1-regularization in distributed settings is an important problem. This problem arises when training dataset is very large and cannot fit the memor…