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20112020
most citedCausal Dependence Tree Approximations of Joint Distributions for Multiple Random Processes

6 citations · 10 across the 5 of their papers we have counts for

collaborators

6 papers

cs.LG2020

DART: aDaptive Accept RejecT for non-linear top-K subset identification

Mridul Agarwal, Vaneet Aggarwal, Christopher J. Quinn +1

We consider the bandit problem of selecting out of arms at each time step. The reward can be a non-linear function of the rewards of the selected individual arms. The direc…

cs.LG2018

Stochastic Top- Subset Bandits with Linear Space and Non-Linear Feedback

Mridul Agarwal, Vaneet Aggarwal, Christopher J. Quinn +1

Many real-world problems like Social Influence Maximization face the dilemma of choosing the best out of options at a given time instant. This setup can be modeled as a com…

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.IT2012

Directed Information Graphs

Christopher J. Quinn, Negar Kiyavash, Todd P. Coleman

We propose a graphical model for representing networks of stochastic processes, the minimal generative model graph. It is based on reduced factorizations of the joint distribution…

cs.IT2011★ 1 cited

Fingerprinting with Equiangular Tight Frames

Dustin G. Mixon, Christopher J. Quinn, Negar Kiyavash +1

Digital fingerprinting is a framework for marking media files, such as images, music, or movies, with user-specific signatures to deter illegal distribution. Multiple users can col…

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…