50 citations · 123 across the 36 of their papers we have counts for
3 papers · 1 filter
A New Measure of Conditional Dependence
Jalal Etesami, Kun Zhang, Negar Kiyavash
Measuring conditional dependencies among the variables of a network is of great interest to many disciplines. This paper studies some shortcomings of the existing dependency measur…
Learning Vector Autoregressive Models with Latent Processes
Saber Salehkaleybar, Jalal Etesami, Negar Kiyavash +1
We study the problem of learning the support of transition matrix between random processes in a Vector Autoregressive (VAR) model from samples when a subset of the processes are la…
Identifying Nonlinear 1-Step Causal Influences in Presence of Latent Variables
Saber Salehkaleybar, Jalal Etesami, Negar Kiyavash
We propose an approach for learning the causal structure in stochastic dynamical systems with a -step functional dependency in the presence of latent variables. We propose an in…