Search Results for author: Aaron J. Gutknecht

Found 2 papers, 2 papers with code

Bits and Pieces: Understanding Information Decomposition from Part-whole Relationships and Formal Logic

1 code implementation21 Aug 2020 Aaron J. Gutknecht, Michael Wibral, Abdullah Makkeh

In this paper we show, first, that the entire theory of partial information decomposition can be derived from considerations of elementary parthood relationships between information contributions.

Formal Logic

Introducing a differentiable measure of pointwise shared information

1 code implementation9 Feb 2020 Abdullah Makkeh, Aaron J. Gutknecht, Michael Wibral

We here present a novel measure that satisfies this property, emerges solely from information-theoretic principles, and has the form of a local mutual information.

Information Theory Information Theory

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