This post was published in 2021-12-03. Obviously, expired content is less useful to users if it has already pasted its expiration date.
Table of Contents
逆变换采样 / inverse sampling / inverse CDF sampling
逆变换采样 / inverse sampling / inverse CDF sampling
🔗 [逆变换采样 - 知乎] https://zhuanlan.zhihu.com/p/80726483
🔗 [逆变换采样 - 维基百科,自由的百科全书] https://zh.wikipedia.org/zh-hans/%E9%80%86%E5%8F%98%E6%8D%A2%E9%87%87%E6%A0%B7#:~:text=%E9%80%86%E5%8F%98%E6%8D%A2%E9%87%87%E6%A0%B7%EF%BC%88%E8%8B%B1%E8%AA%9E%EF%BC%9Ainverse,%E6%96%AF%E7%B1%B3%E5%B0%94%E8%AF%BA%E5%A4%AB%E5%8F%98%E6%8D%A2%EF%BC%88
马尔可夫的平稳链 / Stationary distribution of Markov chain
马尔可夫的平稳链 / Stationary distribution of Markov chain
📖 李航统计学习方法 P360
🔗 [Stationary Distributions of Markov Chains | Brilliant Math & Science Wiki] https://brilliant.org/wiki/stationary-distributions/
图模型的MCMC / Markov chain Monte Carlo
图模型的MCMC / Markov chain Monte Carlo
🔗 [lecture16-MCMC] https://www.cs.cmu.edu/~epxing/Class/10708-17/slides/lecture16-MCMC.pdf
🔗 [Difference between graphical model and markov chain - Cross Validated] https://stats.stackexchange.com/questions/102931/difference-between-graphical-model-and-markov-chain
LDA模型
LDA模型
🔗 [Latent Dirichlet Allocation (Part 1 of 2) - YouTube] https://www.youtube.com/watch?v=T05t-SqKArY
🔗 [Training Latent Dirichlet Allocation: Gibbs Sampling (Part 2 of 2) - YouTube] https://www.youtube.com/watch?v=BaM1uiCpj_E