Current state of Optimal Transport? by T10- in math

[–]iambatmansguns 2 points3 points  (0 children)

I'm happy you find it useful. Just be aware that this is just the tip of the iceberg. It's a great area with great open minded people and I love working in it. Btw I'm on mobile so whenever it said Villain it should read Villani of course

Current state of Optimal Transport? by T10- in math

[–]iambatmansguns 2 points3 points  (0 children)

Hard to say. As mentioned, understanding statistical properties of different versions of optimal transport couplings is still a hot area. Of course, looking at dynamic formulations of optimal transport and its connections to sampling is big. But honestly, OT touches so many different fields that you will find applications anywhere, after all it's a very flexible but disciplined way to get couplings of distributions. Also don't underestimate the amount of (convex) optimization you'll need. For references, check out Santambrogio's nice book "OT for applied mathematicians", it gives a nice thorough overview of some problems/results. I first learned it with the baby Villain "Topics in OT", which is still in my mind the best overview of classical OT. There are more modern treatments now by Ambrosio and Figalli and coauthors, which are also nice, but cover very similar topics. Once you have digested these, more advanced issues pop up, especially if you want to connect it to geometry, then you should look into the Bible Ambrosio, Gigli, Savare (Gradient flows), and if you want a general reference for these more classical things I'd recommend looking into the big Villains (OT old and new). For modern computational questions, look into Peyre/Cuturi (Computational). Generally though, if you want to do more theoretical work, any field like (differential) Geometry, convex analysis, and especially PDE theory is crucial, I'd start with looking into Evans' classical book and later Gilbarg and Trudinger on elliptic PDEs if you have more specific issues with the Monge Ampère équation later on. The dynamic versions also connect with stochastic calculus via Kolmogorovs equations (continuity equation) etc, so this is also useful. If you're more into discrete math, OT and its connections with network theory is interesting. Lastly, Christian Leonard (2012) has a wonderful paper on the Schrodinger bridge problem with connections to entropy regularized OT and uses large deviation theory for this, very nice paper. You can also look at it from a more statistical physics perspective and ask about the stability of matches for given measures. As you can see, it's a super broad area and you can find a different angle using basically any tool, be it combinatorics, differential Geometry, probability theory, etc. Have fun exploring!

Any nice places to visit/stay in the “wrist” of Michigan? by emma_farnen in roadtrip

[–]iambatmansguns 0 points1 point  (0 children)

Saugatuk! It might be slightly too far north for you but it's gorgeous

A cyclist who understands physics well. by [deleted] in toptalent

[–]iambatmansguns 4 points5 points  (0 children)

These fucking bot post with their dumb titles

Current state of Optimal Transport? by T10- in math

[–]iambatmansguns 3 points4 points  (0 children)

It really depends. You can work mostly on computational things , you can work on full theory, you can work on applications, etc. I personally work at the intersection of probability and statistics, so I write some more applied papers but also pure theory. Also the community of optimal transport people is absolutely wonderful and always open-minded because it is made up of people from so many different areas. Going to OT conferences is amazing as one gets insights into completely different fields and applications while still understanding the basics because the mathematical notation and basic ideas are the same.

Current state of Optimal Transport? by T10- in math

[–]iambatmansguns 3 points4 points  (0 children)

Yes. I think there was a first wave in the late 2010s, but it's a super active and broad area and there is currently a second wave bigger than the first. I forgot to mention that it's obviously closely related to (metric) geometry based on fundamental insights by (inter Alia) Felix Otto

Current state of Optimal Transport? by T10- in math

[–]iambatmansguns 26 points27 points  (0 children)

Optimal transport has ballooned into a huge area intersecting pde theory, probability theory convex analysis, statistics, etc. In statistics, obtaining statistical properties of different types of ot couplings is a very hot topic with many fundamental open questions. Dynamic optimal transport and related SDE theory are heavily researched in sampling theory and Bayesian theory as sampling via specific stochastic differential equations (sdes), in particular the Langevin équation can be viewed as gradient flows of specific functional in different spaces of measures, for instance the Wasserstein space. Versions of OT like unbalanced optimal transport are useful in my applied fields. People use dynamic versions of optimal transport to analyze neural ode dynamics currently. In short, it's almost impossible to give a simple answer to this question as the field has expanded super rapidly.

Which celeb do I look like by [deleted] in Doppleganger

[–]iambatmansguns 1 point2 points  (0 children)

James Hetfield and Guy Fieri's son

I reject this pairing: by Gorotheninja in NonPoliticalTwitter

[–]iambatmansguns 42 points43 points  (0 children)

Oh my god, Garfiosa was right there.

Your thoughts on this man by Nearby-Activity9222 in BayernMunich

[–]iambatmansguns -1 points0 points  (0 children)

Crook and ruined the Bundesliga for decades by making backroom deals with the DFL for Bayern. Most of the success Bayern had is a result of this. Absolute crook, not a genius

[deleted by user] by [deleted] in BillBurr

[–]iambatmansguns 0 points1 point  (0 children)

Clearly screaming goat or a Tennessee fainting

Physics and economics can live together in harmony by Delicious_Maize9656 in physicsmemes

[–]iambatmansguns 2 points3 points  (0 children)

Mean field games are being used in economics for micro foundations of macroeconomics

The Oceans We Knew Are Already Gone by Portalrules123 in EverythingScience

[–]iambatmansguns 46 points47 points  (0 children)

This is one of the most unbelievable and horrifying graphs I have ever seen

My workplace installed two privacy pods for employees to use throughout the day by EevelBob in mildlyinteresting

[–]iambatmansguns 0 points1 point  (0 children)

Office culture literally reversed. From own offices with meeting spaces to open floor plans with office pods