Cumulants, Moments and Selection: The Connection Between Evolution and Statistics
Fuente:
arXiv
Saved in:
| Main Authors: | , , , |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| _version_ | 1866915558749896704 |
|---|---|
| author | Ahmed, Hasan Goodgold, Deena Kothari, Khushali Antia, Rustom |
| author_facet | Ahmed, Hasan Goodgold, Deena Kothari, Khushali Antia, Rustom |
| contents | Cumulants and moments are closely related to the basic mathematics of continuous and discrete selection (respectively). These relationships generalize Fisher's fundamental theorem of natural selection and also make clear some of its limitation. The relationship between cumulants and continuous selection is especially intuitive and also provides an alternative way to understand cumulants. We show that a similarly simple relationship exists between moments and discrete selection. In more complex scenarios, we show that thinking of selection over discrete generations has significant advantages. For a simple mutation model, we find exact solutions for the equilibrium moments of the fitness distribution. These solutions are surprisingly simple and have some interesting implications including: a necessary and sufficient condition for mutation selection balance, a very simple formula for mean fitness and the fact that the shape of the equilibrium fitness distribution is determined solely by mutation (whereas the scale is determined by the starting fitness distribution). |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2510_14917 |
| institution | arXiv |
| publishDate | 2025 |
| record_format | arxiv |
| spellingShingle | Cumulants, Moments and Selection: The Connection Between Evolution and Statistics Ahmed, Hasan Goodgold, Deena Kothari, Khushali Antia, Rustom Populations and Evolution Cumulants and moments are closely related to the basic mathematics of continuous and discrete selection (respectively). These relationships generalize Fisher's fundamental theorem of natural selection and also make clear some of its limitation. The relationship between cumulants and continuous selection is especially intuitive and also provides an alternative way to understand cumulants. We show that a similarly simple relationship exists between moments and discrete selection. In more complex scenarios, we show that thinking of selection over discrete generations has significant advantages. For a simple mutation model, we find exact solutions for the equilibrium moments of the fitness distribution. These solutions are surprisingly simple and have some interesting implications including: a necessary and sufficient condition for mutation selection balance, a very simple formula for mean fitness and the fact that the shape of the equilibrium fitness distribution is determined solely by mutation (whereas the scale is determined by the starting fitness distribution). |
| title | Cumulants, Moments and Selection: The Connection Between Evolution and Statistics |
| topic | Populations and Evolution |
| url | https://arxiv.org/abs/2510.14917 |