6 citations · 9 across the 2 of their papers we have counts for
2 papers
cs.IT2015★ 3 cited
Bounded Degree Approximations of Stochastic Networks
Christopher J. Quinn, Ali Pinar, Negar Kiyavash
We propose algorithms to approximate directed information graphs. Directed information graphs are probabilistic graphical models that depict causal dependencies between stochastic…
cs.IT2011★ 6 cited
Causal Dependence Tree Approximations of Joint Distributions for Multiple Random Processes
Christopher J. Quinn, Todd P. Coleman, Negar Kiyavash
We investigate approximating joint distributions of random processes with causal dependence tree distributions. Such distributions are particularly useful in providing parsimonious…