16 citations · 40 across the 8 of their papers we have counts for
3 papers · 1 filter
An Empirical Evaluation of Sequence-Tagging Trainers
P. Balamurugan, Shirish Shevade, S. Sundararajan +1
The task of assigning label sequences to a set of observed sequences is common in computational linguistics. Several models for sequence labeling have been proposed over the last f…
A Parallel SGD method with Strong Convergence
Dhruv Mahajan, S. Sathiya Keerthi, S. Sundararajan +1
This paper proposes a novel parallel stochastic gradient descent (SGD) method that is obtained by applying parallel sets of SGD iterations (each set operating on one node using the…
An efficient distributed learning algorithm based on effective local functional approximations
Dhruv Mahajan, Nikunj Agrawal, S. Sathiya Keerthi +2
Scalable machine learning over big data is an important problem that is receiving a lot of attention in recent years. On popular distributed environments such as Hadoop running on…