ESC-21SPRING

Individual Studies

Date	Main Session(Bayesian Statistics) Every Thur.	Data Analysis Session Sat. (Bi-weekly)
Week 0 (2/24)	Orientation - Brief Intro. to this semester's materials
Week 1 (3/04)	Likelihood and Prior (FCB Chapter 1, 2, 3 sneak peek) 발제자 : 임선우, 김수연	Alumni 연사특강
Week 2 (3/11, 3/13)	One-parameter and Noraml model (FCB Chapter 3) 발제자 : 이재현, 이청파	EDA
Week 3 (3/18)	One-parameter and Normal model (BDA 2.2/2.5/2.6/3.1-3.4) 발제자 : 박한빈, 정유진
Week 4 (3/25, 3/27)	Multivariate Normal model (FCB Chapter 7) 발제자 : 이규민, 김관석	Modeling 1 + 연사특강
Week 5 (4/01)	Bayesian Hierarchical Models (FCB Chapter 8) 발제자 : 이재현, 정유진
Week 6 (4/08, 4/10)	Sampling Scheme & Intro to MCMC 발제자 : 최익준, 김정규	Modeling 2
	Midterm Exam
Week 7 (5/06)	Recap + Markov Chain + MH algorithm 발제자 : 최익준, 이청파
Week 8 (5/13)	MCMC Diagnosis + BLR part1 발제자 : 이규민, 손지우
Week 9 (5/20, 5/22)	Bayesian Model Selection 발제자 : 박한빈, 김정규	연사특강
Week 10 (5/27)	정성현 교수님 특강 Final Project 중간발표
Week 11 (6/03)	Final Project 최종발표
	Final Exam and End of Semester!!

세션 영상 유튜브 링크

[ESC 2021-1] 210224 Orientation - Brief Intro. to this semester's materials
https://youtu.be/V-3FmZnlyBY

[ESC 2021-1] 210304 Week1 Likelihood and Prior (FCB Chapter 1, 2)
https://youtu.be/8WTSe0St3io

[ESC 2021-1] 210311 Week2 One-parameter and Noraml model
https://youtu.be/WCb3sJwNuao

[ESC 2021-1] 210318 Week3 One-parameter and Normal model(BDA 2.2/2.5/2.6/3.1-3.4
https://youtu.be/JCq2h2Qvg94

[ESC 2021-1] 210325 Week4 Multivariate Normal model (FCB Chapter 7)
https://youtu.be/LQWBEVdl0Oc

[ESC 2021-1] 210401 Week5 Bayesian Hierarchical Models (FCB Chapter 8)
https://youtu.be/OEDk51Y9WTs

[ESC 2021-1] 210408 Week6 Sampling Scheme & MCMC and Diagnosis
https://youtu.be/Mk_t-EqMI6A

[ESC 2021-1] 210506 Week7 Recap + Marcov chain + Metropolis Hastings
https://youtu.be/DX1Z-cpR9j8

[ESC 2021-1] 210513 Week8 MCMC and Diagnosis & Bayesian Linear Regression
https://youtu.be/THx1ka9KWog

[ESC 2021-1] 210520 Week9 Bayesian Model Selection
https://youtu.be/0yaCRqLjapk

[ESC 2021-1] 210520 Week10 Final project mid presentation
https://youtu.be/0wYDHO7z_pw

학술부 세션 영상 링크

[ESC 2021-1] 210302 Week1
https://youtu.be/8_rbUy3rbD0

[ESC 2021-1] 210309 Week2
https://youtu.be/B-orHYguATY

[ESC 2021-1] 210316 Week3
https://youtu.be/p6FK7rwwWsI

[ESC 2021-1] 210323 Week4
https://youtu.be/ZcKdPOwEdhs https://youtu.be/ImI8yyzO81A

[ESC 2021-1] 210330 Week5
https://youtu.be/Bfe5yMyBAhA

[ESC 2021-1] 210406 Week6
https://youtu.be/fR1qQuleYcU

[ESC 2021-1] 210504 Week7
https://youtu.be/RT5q1Sm9vMw

[ESC 2021-1] 210511 Week8
https://youtu.be/4ZzTWU8nDDk

[ESC 2021-1] 210518 Week9
https://youtu.be/xAwGn7jsAQQ

Hun-Learning Bayesian Statistics

https://youtu.be/vmcE7Zx16lE

교재

First Course in Bayesian Statistical Methods, Hoff