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cs.LG2019★ 7 cited
Economy Statistical Recurrent Units For Inferring Nonlinear Granger Causality
Saurabh Khanna, Vincent Y. F. Tan
Granger causality is a widely-used criterion for analyzing interactions in large-scale networks. As most physical interactions are inherently nonlinear, we consider the problem of…
cs.LG2015★ 39 cited
Decentralized Joint-Sparse Signal Recovery: A Sparse Bayesian Learning Approach
Saurabh Khanna, Chandra R. Murthy
This work proposes a decentralized, iterative, Bayesian algorithm called CB-DSBL for in-network estimation of multiple jointly sparse vectors by a network of nodes, using noisy and…