307 citations · 693 across the 70 of their papers we have counts for
Showing 2013Show all
3 papers · 1 filter
stat.CO2013★ 56 cited
Least quantile regression via modern optimization
Dimitris Bertsimas, Rahul Mazumder
We address the Least Quantile of Squares (LQS) (and in particular the Least Median of Squares) regression problem using modern optimization methods. We propose a Mixed Integer Opti…
stat.ML2013★ 3 cited
Flexible Low-Rank Statistical Modeling with Side Information
William Fithian, Rahul Mazumder
We propose a general framework for reduced-rank modeling of matrix-valued data. By applying a generalized nuclear norm penalty we can directly model low-dimensional latent variable…
stat.ML2013★ 11 cited
AdaBoost and Forward Stagewise Regression are First-Order Convex Optimization Methods
Robert M. Freund, Paul Grigas, Rahul Mazumder
Boosting methods are highly popular and effective supervised learning methods which combine weak learners into a single accurate model with good statistical performance. In this pa…