notes
(
index
)
statistical physics
Topics
stochastic processes
renormalization
phase transition
Doi-Peliti Path Integral Methods
Non-equilibrium statistical physics
references
Statistical Physics of Complex Systems by Eric Bertin in 2016
The demon in the machine by Paul Davies in 2019
Order out of chaos by Prigogine and Stengers in 1984
Information Theory for Fields by Torsten Enslin in 2019
A kinetic view of statistical physics by Pavel Krapivsky, Sidney Redner, and Eli Ben-Naim in 2010
Effective fluctuation and response theory by Polettini and Esposito in 2018
Self-organization in nonequilibrium systems from dissipative structures to order through fluctuations by Nicolis and Prigogine in 1977
Links to this note
open documents
Non-equilibrium statistical physics
Approximation and solution methods for master equations
stochastic processes
The information geometry of 2-field functional integrals by Eric Smith in 2019
Population Extinction on a Random Fitness Seascape by Bertrand Ottino-Loffler and Mehran Kardar in 2020
free energy principle
physics
variational inference
applications of stochastic processes
What Is a Macrostate? Subjective Observations and Objective Dynamics by Cosma Shalizi and Chris Moore in 2003
Statistical physics approaches to subnetwork dynamics in biochemical systems by Bravi and Sollich in 2017
Statistical Physics of Complex Systems by Eric Bertin in 2016
Normal Form for Renormalization Groups by Archishman Raju, James Sethna, et al in 2019
Master equations and the theory of stochastic path integrals by Markus Weber and Erwin Frey in 2017
Information, physics, and computation by Marc Mezard and Andrea Montanari in 2009
Cosma Shalizi
Becoming as inference
A high-bias, low-variance introduction to Machine Learning for physicists by Pankaj Mehta, Charles Fisher, David Schwab, et al in 2018