A generalization of the concept of distance based on the simplex inequality
Gergely Kiss, Jean-Luc Marichal, Bruno Teheux

TL;DR
This paper introduces the concept of n-distance, a generalization of classical distance based on the simplex inequality, explores various examples, and investigates the bounds of the inequality's constant.
Contribution
It proposes a new generalized distance concept called n-distance, extending the triangle inequality to the simplex inequality, with examples and analysis of the inequality bounds.
Findings
Several examples of n-distances are provided.
The infimum of the constant K for which the inequality holds is investigated.
A generalized n-distance using arbitrary symmetric functions is introduced.
Abstract
We introduce and discuss the concept of \emph{-distance}, a generalization to elements of the classical notion of distance obtained by replacing the triangle inequality with the so-called simplex inequality where . Here is obtained from the function by setting its th variable to . We provide several examples of -distances, and for each of them we investigate the infimum of the set of real numbers for which the inequality above holds. We also introduce a generalization of the concept of -distance obtained by replacing in the simplex inequality the sum function with an arbitrary symmetric function.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
