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
Course Description
Overview
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
An Optical Lattice with Sound - Benjamin LevKavli Institute for Theoretical Physics via YouTube Generalized Hydrodynamics of the Hyperbolic Calogero-Moser Model by Herbert Spohn
International Centre for Theoretical Sciences via YouTube Motility-Regulation and Self-Organization in Active Matter by Julien Tailleur
International Centre for Theoretical Sciences via YouTube Dynamical Phase Transitions in Markov Processes by Hugo Touchette
International Centre for Theoretical Sciences via YouTube Nonreciprocity as a Generic Route to Traveling and Oscillatory States - Zhihong You
Kavli Institute for Theoretical Physics via YouTube