I. R
1. Howto
Install R and RStudio
How to install Rstudio & R-base Ubuntu 20.04 LTS Linux
How Install GDebi package installer on Ubuntu 18.04
Installation of R 4.0 on Ubuntu 20.04 LTS
Tutorial
R Programming Tutorial - Learn the Basics of Statistical Computing
How to remove all user installed packages in R
Install R binaries & R-Studio on CentOS & Redhat. HELLO WORLD on R!
Install R and RStudio on Ubuntu 12.04/14.04/16.04
How to install R, RStudio & R package (Windows)
How to use Git with RStudio
초심자를 위한 Github 협업 튜토리얼 (with 토끼와 거북이)
How to use DBs in R
This R Data Import Tutorial Is Everything You Need
2. Learning Econometrics with R
PPT
1. ppt : Classical linear regression
2. ppt : Time Series
Learning Econometrics I
Learning Econometrics II
Statistics with R (1) - Linear regression
Statistics with R (2) - Multiple regression with an interaction term
Statistics with R (3) - (LM, GLM, GLS)
Linear regression using matrix algebra
https://www.youtube.com/watch?v=m3rMgvy_Bhw
Tips
Magic Functions to Obtain Results from for Loops in R
3. Markov-switching model
Markov-switching model with R
https://sites.google.com/site/beowulfkorea/yoon/r
Markov-switching model with Gauss
https://sites.google.com/site/beowulfkorea/yoon/ms
4. References
Optimization in R : optim, optimx
https://www.is.uni-freiburg.de/resources/computational-economics/5_OptimizationR.pdf
Optimization in R : maxlik
MaxLik: A package for maximum likelihood estimation in R
Books, Lectures
Principles of Econometrics with R
Introduction to Econometrics with R
ECON 424/CFRM 462: Computational Finance and Financial Econometrics
Econometric Modelling with Time Series : specification estimation and testing
Examples from the book Time Series Analysis
Introduction to statistical software R
Examples of Maximum Likelihood Estimation and Optimization in R
Example of MLE Computations, using R
Optimization using the optim function 1
Optimization using the optim function 2
ESTIMATING A LINEAR REGRESSION USING MLE
Comparison codes: R, Gauss, Matlab
https://www.cambridge.org/features/econmodelling/computation.htm
II. Parallel R
1. R in the Supercomputer
HOWTO R in the Ohio Supercomputer
Using R and snow on Ohio Supercomputer Center’s Glenn cluster
2. Running R in batch mode on Linux
Running GNU R on Linux Operating System
Running scripts with R CMD BATCH
Submitting R Jobs to a Cluster
Running R Programs on clusters
3. Parallel R
Quick Intro to Parallel Computing in R
Introduction to parallel computing in R
Getting Started With Parallel Programming In R
How-to go parallel in R – basics + tips
A Survey of R Software for Parallel Computing
R Programming for Data Science
Parallel Design-Matrix, Parameter-Vector multiplication in ML-Estimation
Stat 3701 Lecture Notes: Parallel Computing in R
Section 5: Inference and parallelization
4. PPT
Speed up R with parallel programming in the Cloud
Parallel Processing here at the School of Statistics
R workshop xx -- Parallel Computing with R
A Future for R: Parallel and Distributed Processing in R for Everyone
Parallel Algorithm for Dense Matrix Multiplication
5. References
beowulf community
(suggestion again 2000.11.1) cyber beowulf university
(suggestion, 2000.2.1) cluster top 500 site
Posdata supercomputer
184th Supercomputer in the world (2001.11)
Book (Korean)
Supercomputer
Linux Nabi, 2020 -
Supercomputer 2019
Monte Carlo simulation in R 2020
AI with R 2021
Torque 2021