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Introducing a differentiable measure of pointwise shared information.
Phys Rev E. 2021 Mar;103(3-1):032149. doi: 10.1103/PhysRevE.103.032149.
Phys Rev E. 2021.
PMID: 33862718
Bits and pieces: understanding information decomposition from part-whole relationships and formal logic.
Gutknecht AJ, Wibral M, Makkeh A.
Gutknecht AJ, et al. Among authors: makkeh a.
Proc Math Phys Eng Sci. 2021 Jul;477(2251):20210110. doi: 10.1098/rspa.2021.0110. Epub 2021 Jul 7.
Proc Math Phys Eng Sci. 2021.
PMID: 35197799
Free PMC article.
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Estimating the Unique Information of Continuous Variables.
Pakman A, Nejatbakhsh A, Gilboa D, Makkeh A, Mazzucato L, Wibral M, Schneidman E.
Pakman A, et al. Among authors: makkeh a.
Adv Neural Inf Process Syst. 2021 Dec;34:20295-20307.
Adv Neural Inf Process Syst. 2021.
PMID: 35645551
Free PMC article.
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Quantifying Reinforcement-Learning Agent's Autonomy, Reliance on Memory and Internalisation of the Environment.
Ingel A, Makkeh A, Corcoll O, Vicente R.
Ingel A, et al. Among authors: makkeh a.
Entropy (Basel). 2022 Mar 13;24(3):401. doi: 10.3390/e24030401.
Entropy (Basel). 2022.
PMID: 35327912
Free PMC article.
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BROJA-2PID: A Robust Estimator for Bivariate Partial Information Decomposition.
Makkeh A, Theis DO, Vicente R.
Makkeh A, et al.
Entropy (Basel). 2018 Apr 11;20(4):271. doi: 10.3390/e20040271.
Entropy (Basel). 2018.
PMID: 33265362
Free PMC article.
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