10 citations · 10 across the 2 of their papers we have counts for
2 papers
math.OC2016
Data Dependent Convergence for Distributed Stochastic Optimization
Avleen S. Bijral
In this dissertation we propose alternative analysis of distributed stochastic gradient descent (SGD) algorithms that rely on spectral properties of the data covariance. As a conse…
cs.LG2012★ 10 cited
Semi-supervised Learning with Density Based Distances
Avleen S. Bijral, Nathan Ratliff, Nathan Srebro
We present a simple, yet effective, approach to Semi-Supervised Learning. Our approach is based on estimating density-based distances (DBD) using a shortest path calculation on a g…