# Similarity-based analogical proportions

arXiv: https://arxiv.org/abs/2402.18360 · HTML: https://mlsanity.com/paper/2402.18360/

## Key facts

- No citing papers in the map yet (data through 14 Oct 2026).
- Builds on 4 of its 7 references that are in the map.
- First posted on arXiv 28 Feb 2024.

## Builds on (most cited first, 4 of 4)

- [Analogical proportions](https://mlsanity.com/paper/2006.02854/) (2020)
- [Logic program proportions](https://mlsanity.com/paper/1809.09938/) (2018)
- [Galois theory for analogical classifiers](https://mlsanity.com/paper/2205.04593/) (2022)
- [Proportoids](https://mlsanity.com/paper/2210.01751/) (2022)

## Abstract (arXiv)

The author has recently introduced abstract algebraic frameworks of analogical proportions and similarity within the general setting of universal algebra. The purpose of this paper is to build a bridge from similarity to analogical proportions by formulating the latter in terms of the former. The benefit of this similarity-based approach is that the connection between proportions and similarity is built into the framework and therefore evident which is appealing since proportions and similarity are both at the center of analogy; moreover, future results on similarity can directly be applied to analogical proportions.