no code implementations • 23 Jul 2020 • Xiaohan Yan, Avleen S. Bijral
We show extensive empirical results on both actual product-usage based time dependent networks and also present results on a Reddit based data set of time dependent sentiment sequences.
no code implementations • 18 May 2019 • Avleen S. Bijral
We extend the feature selection methodology to dependent data and propose a novel time series predictor selection scheme that accommodates statistical dependence in a more typical i. i. d sub-sampling based framework.
no code implementations • 30 Aug 2016 • Avleen S. Bijral
Towards establishing this data dependence we first study a distributed consensus-based SGD algorithm and show that the rate of convergence involves the spectral norm of the sample covariance matrix when the underlying data is assumed to be independent and identically distributed (homogenous).