Computing Partition Functions, Part I
Offered By: Simons Institute via YouTube
Course Description
Overview
Explore the fundamental concepts of computing partition functions in this comprehensive lecture from the Geometry of Polynomials Boot Camp. Delve into the Ising model and easement model, understanding their significance in statistical physics. Discover the importance of partition functions and their role in describing phase transitions. Learn about the Li Yang Theorem and its proof, including inductive reasoning and random algorithms. Gain insights into Markov Chain Monte Carlo methods and their applications in computational physics.
Syllabus
Intro
Spin System
Easement Model
Example
Why Partition Functions are Important
Computing Partition Functions
Phase Transitions
Proof of Phase Transitions
Li Yang Theorem
Li Yang Joke
Proof
Inductive
Random Algorithms
Markov Chain Monte Carlo
Taught by
Simons Institute
Related Courses
Automata TheoryStanford University via edX Intro to Theoretical Computer Science
Udacity Computing: Art, Magic, Science
ETH Zurich via edX 理论计算机科学基础 | Introduction to Theoretical Computer Science
Peking University via edX Quantitative Formal Modeling and Worst-Case Performance Analysis
EIT Digital via Coursera