Get our free extension to see links to code for papers anywhere online!

Chrome logo Add to Chrome

Firefox logo Add to Firefox

Picture for S. Sundararajan

Distributed Newton Methods for Deep Neural Networks


Feb 01, 2018
Chien-Chih Wang, Kent Loong Tan, Chun-Ting Chen, Yu-Hsiang Lin, S. Sathiya Keerthi, Dhruv Mahajan, S. Sundararajan, Chih-Jen Lin

* Supplementary materials and experimental code are available at https://www.csie.ntu.edu.tw/~cjlin/papers/dnn 

  Access Paper or Ask Questions

A distributed block coordinate descent method for training $l_1$ regularized linear classifiers


Mar 16, 2015
Dhruv Mahajan, S. Sathiya Keerthi, S. Sundararajan


  Access Paper or Ask Questions

An efficient distributed learning algorithm based on effective local functional approximations


Mar 16, 2015
Dhruv Mahajan, Nikunj Agrawal, S. Sathiya Keerthi, S. Sundararajan, Leon Bottou


  Access Paper or Ask Questions

A Distributed Algorithm for Training Nonlinear Kernel Machines


May 18, 2014
Dhruv Mahajan, S. Sathiya Keerthi, S. Sundararajan


  Access Paper or Ask Questions

An Empirical Evaluation of Sequence-Tagging Trainers


Nov 11, 2013
P. Balamurugan, Shirish Shevade, S. Sundararajan, S. S Keerthi

* 18 pages, 5 figures ams.org 

  Access Paper or Ask Questions

A Parallel SGD method with Strong Convergence


Nov 04, 2013
Dhruv Mahajan, S. Sathiya Keerthi, S. Sundararajan, Leon Bottou


  Access Paper or Ask Questions

Mechanism Design for Cost Optimal PAC Learning in the Presence of Strategic Noisy Annotators


Oct 16, 2012
Dinesh Garg, Sourangshu Bhattacharya, S. Sundararajan, Shirish Shevade

* Appears in Proceedings of the Twenty-Eighth Conference on Uncertainty in Artificial Intelligence (UAI2012) 

  Access Paper or Ask Questions