Re:Simulating and Visualising the Central Limit Theorem
by Tachyooon on Friday August 15, 2025 @04:01AM
(#44909729)
3blue1brown has a great series of videos on the central limit theorem, and it makes me wish there were something similar covering the generalised form in a similar format. I have a textbook on my reading list that covers it, unfortunately I'm I can't seem to find it or the title right now.
Do you have any good sources for the physics angle?
Re:Simulating and Visualising the Central Limit Theorem
by hodgehog11 on Friday August 15, 2025 @04:23AM
(#44909855)
I thought the rise of power laws in physics is predominantly attributed to Kesten's law concerning multiplicative processes, e.g. https://arxiv.org/pdf/cond-mat/9708231
Re:Simulating and Visualising the Central Limit Theorem
by kgwgk on Friday August 15, 2025 @04:30AM
(#44909883)
> find out
Finite?
Re:Simulating and Visualising the Central Limit Theorem
by nextos on Friday August 15, 2025 @08:11AM
(#44911398)
Yes, came here to say the same thing. Not telling people that the CLT makes strong assumptions is important.
Otherwise, they might end up underestimating rare events, with potentially catastrophic consequences. There are also CLTs for product and max operators, aside from the sum.
The Fundamentals of Heavy Tails: Properties, Emergence, and Estimation discusses these topics in a rigorous way, but without excessive mathematics. See: https://adamwierman.com/book
Re:Simulating and Visualising the Central Limit Theorem
by selimthegrim on Friday August 15, 2025 @10:43AM
(#44913070)
I was at the NeurIPS workshop and saw one of the talks towards the end and it was pretty good
For some reasons this is much less known, also the implications are vast. Via the detour of stable distributions and limiting distributions, this generalised central limit theorem plays an important role in the rise of power laws in physics.