activity
20182021
most citedA partial information decomposition for discrete and continuous variables

9 citations · 9 across the 1 of their papers we have counts for

collaborators

6 papers

cs.IT20219 cited

A partial information decomposition for discrete and continuous variables

Kyle Schick-Poland, Abdullah Makkeh, Aaron J. Gutknecht +3

Conceptually, partial information decomposition (PID) is concerned with separating the information contributions several sources hold about a certain target by decomposing the corr…

cs.IT2020

Partial Information Decomposition of Boolean Functions: a Fourier Analysis perspective

Abdullah Makkeh, Dirk Oliver Theis, Raul Vicente

Partial information decomposition (PID) partitions the information that a set of sources has about a target variable into synergistic, unique, and redundant contributions. This inf…

cs.IT2020

Introducing a differentiable measure of pointwise shared information

Abdullah Makkeh, Aaron J. Gutknecht, Michael Wibral

Partial information decomposition (PID) of the multivariate mutual information describes the distinct ways in which a set of source variables contains information about a target va…

stat.CO2019

MAXENT3D_PID: An Estimator for the Maximum-entropy Trivariate Partial Information Decomposition

Abdullah Makkeh, Daniel Chicharro, Dirk Oliver Theis +1

Chicharro (2017) introduced a procedure to determine multivariate partial information measures within the maximum entropy framework, separating unique, redundant, and synergistic c…

math.OC2018

Optimizing Bivariate Partial Information Decomposition

Abdullah Makkeh, Dirk Oliver Theis

None of the BROJA information decomposition measures $\mbox{SI}, \mbox{CI}, \mbox{UIy}, \mbox{UIz}$ are convex or concave over the probability simplex. In this paper, we provide fo…

math.OC2018

BROJA-2PID: A robust estimator for bivariate partial information decomposition

Abdullah Makkeh, Dirk Oliver Theis, Raul Vicente

Makkeh, Theis, and Vicente found in [8] that Cone Programming model is the most robust to compute the Bertschinger et al. partial information decompostion (BROJA PID) measure [1].…