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

TL;DR

This paper introduces a new perspective on partial information decomposition (PID) by deriving it from elementary parthood relationships and linking it to formal logic, offering a unified understanding of information atoms.

Contribution

It demonstrates that PID can be derived from parthood considerations and establishes isomorphisms between PID, logical statements, and lattice structures, providing new insights into its foundations.

Findings

PID can be derived from elementary parthood relationships.

Logical and lattice structures are isomorphic to PID.

The parthood perspective helps address questions of uniqueness in PID.

Abstract

Partial information decomposition (PID) seeks to decompose the multivariate mutual information that a set of source variables contains about a target variable into basic pieces, the so called "atoms of information". Each atom describes a distinct way in which the sources may contain information about the target. 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. This way of approaching the problem has the advantage of directly characterizing the atoms of information, instead of taking an indirect approach via the concept of redundancy. Secondly, we describe several intriguing links between PID and formal logic. In particular, we show how to define a measure of PID based on the information provided by certain statements about source realizations. Furthermore, we show how the mathematical lattice structure underlying PID theory can be translated into an isomorphic structure of logical statements with a particularly simple ordering relation: logical implication. The conclusion to be drawn from these considerations is that there are three isomorphic "worlds" of partial information decomposition, i.e. three equivalent ways to mathematically describe the decomposition of the information carried by a set of sources about a target: the world of parthood relationships, the world of logical statements, and the world of antichains that was utilized by Williams and Beer in their original exposition of PID theory. We additionally show how the parthood perspective provides a systematic way to answer a type of question that has been much discussed in the PID field: whether a partial information decomposition can be uniquely determined based on concepts other than redundant information.