52 citations · 171 across the 27 of their papers we have counts for
Showing 2017Show all
2 papers · 1 filter
stat.ML2017
An Asynchronous Distributed Framework for Large-scale Learning Based on Parameter Exchanges
Bikash Joshi, Franck Iutzeler, Massih-Reza Amini
In many distributed learning problems, the heterogeneous loading of computing machines may harm the overall performance of synchronous strategies. In this paper, we propose an effe…
stat.ML2017★ 2 cited
Aggressive Sampling for Multi-class to Binary Reduction with Applications to Text Classification
Bikash Joshi, Massih-Reza Amini, Ioannis Partalas +2
We address the problem of multi-class classification in the case where the number of classes is very large. We propose a double sampling strategy on top of a multi-class to binary…