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An invariant from category theory solves a problem in mathematical ecology [pdf]

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Re: An invariant from category theory solves a problem in mathematical ecology [pdf]

#31
post #23

Earlier quoted context omitted.

And also, I assume, because the concept of "species" isn't all that well defined?

It is well defined: a group of living organisms consisting of similar individuals capable of exchanging genes or interbreeding

One of a number of definitions. It is one that allows lions and tigers to be the same species.

Re: An invariant from category theory solves a problem in mathematical ecology [pdf]

#32
Amazing to see 'magnitude' on the front page of Hacker News! If you are interested in a direct application of this invariant beyond ecology, check out our recent pre-print in which we study the generalisation behaviour of neural networks: https://arxiv.org/abs/2305.05611

My personal approach to magnitude is not based on category theory but rather based on weightings of a metric space. If your metric satisfies certain properties, you can obtain a measure of the 'effective number of points' of a metric space. This is particularly relevant when looking at the metric space from different scales---zooming in gives you a lot of disconnected points, while zooming out gives you clusters. Magnitude then captures the changes in the number of points in a principled manner.

Re: An invariant from category theory solves a problem in mathematical ecology [pdf]

#33
I do wonder whether counting artificial categories is the right measure.

Let's take the mammoth - it's basically a hairy elephant and the genetic material that could make one is 99+% present in Asian elephants ( possibly 100%, just not all in the same individual ) today.

A bit of selective breeding and you could probably produce one quite quickly [1]

ie the true measure of diversity is the pool of genetic diversity out there - rather than some arbitrary classifications.

[1] Look at the variety in shape and form of domestic dogs - they all came from the same stock a mere 20-40K years ago.

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