17,830 次近期查看

1

# Monte Carlo algorithms (Direct sampling, Markov-chain sampling)

3 个视频 （总计 62 分钟）, 2 个阅读材料, 2 个测验
3 个视频
Tutorial 1: Exponential convergence and the 3x3 pebble game32分钟
Homework Session 1: From the one-half rule to the bunching method1分钟
2 个阅读材料
Python programs and references10分钟
Errata (Lecture 1)10分钟
1 个练习
Practice quiz 1: spotting a correct algorithm4分钟
2

# Hard disks: From Classical Mechanics to Statistical Mechanics

3 个视频 （总计 71 分钟）, 1 个阅读材料, 2 个测验
3 个视频
Tutorial 2: Equiprobability, partition functions, and virial expansions for hard disks32分钟
Homework Session 2: Paradoxes of hard-disk simulations in a box2分钟
1 个阅读材料
Python programs and references10分钟
1 个练习
Practice quiz 2: spotting a correct algorithm (continued)4分钟
3

# Entropic interactions and phase transitions

3 个视频 （总计 62 分钟）, 2 个阅读材料, 2 个测验
3 个视频
Tutorial 3: Algorithms, exact solutions, thermodynamic limit31分钟
Homework Session 3: Two-dimensional liquids and solids2分钟
2 个阅读材料
Python programs and references10分钟
Errata (Tutorial 3)10分钟
1 个练习
Practice quiz 3: Spotting a correct algorithm (continued)4分钟
4

# Sampling and integration

3 个视频 （总计 69 分钟）, 1 个阅读材料, 2 个测验
3 个视频
Tutorial 4: Sampling discrete and one-dimensional distributions34分钟
Homework Session 4: Sampling and integration in high dimensions2分钟
1 个阅读材料
Python programs and references10分钟
1 个练习
Practice quiz 4: four disks in a box6分钟
4.8

# 66 条评论

### 来自统计力学：算法和计算的热门评论

Excellent and enthusiastic lectures and tutorials covering a number of topics. Much of the learning took place in the assignments where the concepts were applied and various points were illustrated.

I really like this course also I am only confused by my knowledge in computing because this course is very high rated in sense of detailed explanation and easy to follow through difficult themes.

### Werner Krauth

Directeur de recherches au CNRS
Department of physics

### 关于 法国巴黎高等师范学院

L’École normale supérieure (ENS) est un établissement d'enseignement supérieur pour les études prédoctorales et doctorales (graduate school) et un haut lieu de la recherche française. L'ENS offre à 300 nouveaux étudiants et 200 doctorants chaque année une formation de haut niveau, largement pluridisciplinaire, des humanités et sciences sociales aux sciences dures. Régulièrement distinguée au niveau international, l'ENS a formé 10 médailles Fields et 13 prix Nobel....

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