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cs.IT2024
Measuring the Redundancy of Information from a Source Failure Perspective
Jesse Milzman
In this paper, we define a new measure of the redundancy of information from a fault tolerance perspective. The partial information decomposition (PID) emerged last decade as a fra…
cs.IT2023
Measuring Multi-Source Redundancy in Factor Graphs
Jesse Milzman, Andre Harrison, Carlos Nieto-Granda +1
Factor graphs are a ubiquitous tool for multi-source inference in robotics and multi-sensor networks. They allow for heterogeneous measurements from many sources to be concurrently…
cs.IT2021
Signed and Unsigned Partial Information Decompositions of Continuous Network Interactions
Jesse Milzman, Vince Lyzinski
We investigate the partial information decomposition (PID) framework as a tool for edge nomination. We consider both the and PIDs, fr…