YoVDO

On the Origin of Fat Tailed Distribution Functions in Driven Complex Systems

Offered By: Erwin Schrödinger International Institute for Mathematics and Physics (ESI) via YouTube

Tags

Complex Systems Courses Statistical Physics Courses Boltzmann Equation Courses Non-equilibrium systems Courses

Course Description

Overview

Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only!
Explore the origins of fat-tailed distribution functions in driven complex systems through this 45-minute conference talk by Stefan Thurner at the Erwin Schrödinger International Institute for Mathematics and Physics. Delve into the concept of sample space reducing (SSR) processes, which offer an intuitive understanding of the prevalence of fat-tailed distributions, including power-laws, in numerous complex systems. Learn how SSR processes provide a mathematically simple and exact alternative to Boltzmann equation-based approaches for non-equilibrium systems. Discover how the statistics of driven systems are often determined by the driving process and exhibit universality regardless of specific relaxation dynamics. Examine how simple driving processes can naturally derive various distributions, including Zipf's law, power-laws, exponential, Gamma, normal, Weibull, Gompertz, and Pareto distributions. Explore practical examples of SSR processes in fragmentation processes, language formation, cascading and search processes, and the derivation of the Maxwell-Boltzmann distribution equivalent for inelastically colliding particles in a box.

Syllabus

Stefan Thurner - On the origin of fat tailed distribution functions in driven complex systems


Taught by

Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Related Courses

Физика как глобальный проект
National Research Nuclear University MEPhI via Coursera
Advanced statistical physics
École Polytechnique Fédérale de Lausanne via edX
Insights on Gradient-Based Algorithms in High-Dimensional Learning
Simons Institute via YouTube
Statistical Physics and Computation in High Dimension
Simons Institute via YouTube
Computing Partition Functions, Part I
Simons Institute via YouTube