목록Reference (45)
Short Course on Applied Functional Data Analysis
https://www4.stat.ncsu.edu/~astaicu//FDAtutorial/index.html Short Course on Applied Functional Data Analysis www4.stat.ncsu.edu
Probability and Measure
https://sites.ualberta.ca/~kashlak/data/stat571.pdf https://youtu.be/7WvdpFqptZk?si=XsUmCAwhlMhY885b https://mathsci.kaist.ac.kr/~soonsikk/wp-content/uploads/2012/02/2012f_Lebesgue-integrals_Lecture-note.pdf
Convex Optimization Lecture
https://www.stat.cmu.edu/~ryantibs/convexopt-F16/ Convex OptimizationMachine Learning 10-725 (cross-listed as Statistics 36-725) Instructors: Javier Peña (jfp at andrew dot cmu dot edu) Ryan Tibshirani (ryantibs at cmu dot edu) TAs: Alnur Ali (alnurali at cmu dot edu) Christoph Dann (cdann at cmu dot edu) Sangwon Hyun (shywww.stat.cmu.edu
Copula Model
https://swayer-kim.readthedocs.io/en/latest/00%20This%20and%20That/01_Copula/
Bayesian Nonparametrics: Dirichlet Processes
Nonparametric Bayesian Models and Dirichlet Processhttps://people.cs.pitt.edu/~huynv/talks/Dirichlet.pdf Bayesian Nonparametrics: Dirichlet Processeshttps://www.cs.cmu.edu/~epxing/Class/10708-14/scribe_notes/scribe_note_lecture19.pdf Nonparametric Bayesian Methodshttps://www.stat.cmu.edu/~larry/=sml/nonparbayes.pdf Dirichlet Processes A gentle tutorialhttps://www.cs.cmu.edu/~kbe/dp_tutorial.pdf
Nonparametric Bayesian
https://bayestour.github.io/blog/2019/07/04/npb.html Nonparametric Bayesian 이란?이번 포스트에서는 Nonparametric Bayesian 이 무엇인지 원리적인 부분에 대해 소개하고자 합니다. Nonparametric Bayesian 은 이름에서 볼 수 있듯이 두 통계학 용어를 섞어 놓은 분야입니다. 요약하면 Bayesiabayestour.github.io Nonparametric bayesian noteshttp://www.gatsby.ucl.ac.uk/~porbanz/papers/porbanz_BNP_draft.pdf https://youtu.be/U8xLnKPTNtM?si=peLB2S4ujaUEtkp7 Multinomial dist..
Introduction to Causal Inference
https://www.bradyneal.com/causal-inference-course Introduction to Causal InferenceIntroduction to Causal Inference. A free online course on causal inference from a machine learning perspective.www.bradyneal.com
Metropolis-Hasting & Gibbs sampling
https://gregorygundersen.com/blog/2020/02/23/gibbs-sampling/ Gibbs Sampling Is a Special Case of Metropolis–Hastings I avoided learning about Gibbs sampling for a long time. Practically, it is straightforward to implement without understanding the theory, and I assumed that learning about it would be yet another hill to climb. I found that, in fact, understanding Gibbs s gregorygundersen.com htt..