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Stream: event: Topos Colloquium

Topic: Paolo Perrone: "The rise of quantitative category theory"


view this post on Zulip Tim Hosgood (Nov 15 2021 at 13:22):

This Thursday (18th of November) at 17:00 UTC.
Zoom: https://topos-institute.zoom.us/j/5344862882?pwd=Znh3UlUrek41T3RLQXJVRVNkM3Ewdz09
YouTube: https://www.youtube.com/watch?v=JEOKvG1zcbY

view this post on Zulip Tim Hosgood (Nov 15 2021 at 13:23):

Paolo Perrone: The rise of quantitative category theory

In several domains of applications, category theory can be useful to add conceptual clarity and scalability to mathematical models. However, ordinary categories often fail to grasp some quantitative aspects: the total cost of a certain strategy, the number of composite steps, the discrepancy between a concrete construction and its ideal model, and so on.

In order to incorporate these aspects, it is helpful to switch to a "quantitative" version of categories: weighted categories. These are particular enriched categories where each arrow carries a number, or "weight", as in a weighted graph. The composition of paths comes with a triangle inequality, analogous to the one of metrics and norms, which equips universal properties with quantitative bounds. Most results in category theory have a weighted analogue, which often carries additional geometric or analytic significance. Weighted categories have been around since early work of Lawvere, but only in the last few years researchers are starting to recognize their importance. More and more recent papers are using them in fields as diverse as topological data analysis, geometry, and probability theory, some times even rediscovering the concepts independently.

In this talk we are going to see what it's like to work with weighted categories, their relationship with graphs, and the quantitative aspects about limits and colimits. We will also define a weighted analogue of lenses, and use it to express liftings of transport plans between probability measures.

view this post on Zulip Paolo Perrone (Nov 18 2021 at 11:34):

Here is a relevant preprint, https://arxiv.org/abs/2110.06591.
For the lenses part, I suggest the work of Bryce Clarke here and here.

Anyway, the talk will not assume any previous knowledge of either lenses, or enriched categories.

view this post on Zulip Valeria de Paiva (Nov 18 2021 at 16:55):

starting pretty soon!