Regression

• Linear Regression in 3 Minutes youtube

• Basic stats explained (in R) (mgimond.github.io) 

• Beyond Multiple Linear Regression- Applied Generalized Linear Models and Multilevel Models in R (Roback and Legler)

• Regression (alexanderdemos.org) 

• Common statistical tests are linear models (or: how to teach stats) (lindeloev.github.io) 

• Chapter 8 Regression analysis (a refresher)  <Crime mapping in R> (Solymosi & Medina) 

• moderndive R Package consists of datasets and functions for tidyverse-friendly introductory linear regression
  moderndive R Package - github

• Statistical Analysis Handbook (Smith  2018)

• Linear regression |  Learning statistics with R  (Navarro)

• Earth 125 (Stats and data analysis) - YouTube 

• 【簡單線性迴歸分析(Simple regression analysis)】-統計說明與SPSS操作 | 永析統計諮詢顧問 

• 【簡單線性迴歸分析（Simple Linear Regression Analysis）- R語言操作】 - 永析統計及論文諮詢顧問

• 迴歸分析

• Jarque–Bera test - Wikipedia,

• Variance inflation factor - Wikipedia

• 最优模型选择准则：AIC和BIC – 标点符 (biaodianfu.com) 

• 2021年【調查研究資料整理與檢誤研習班】教學影片

• Linear Models in R: Plotting Regression Lines (David Lillis) 

• Interpreting plot.lm() | Stack Overflow

• R语言plot(lm)绘图结果解读 (AlphaJun_zero)

• 是不是常態分佈？Q-Q Plot 一看就懂 (好豪)

• The theoretical q-q ( Gimond )

• 怎么判别我的数据中存在特异值？ 知乎

• Logistic regression - Wikipedia 

• What is Logistic regression? | IBM 

• Poisson point process | Wikipedia 

Space Time Data

• Time Series Analysis, Regression and Forecasting – With tutorials in Python  說明清晰時間序列分析，大多概念可適用在空間分析。

  • The Poisson Regression Model – Time Series Analysis, Regression and Forecasting 

  • R-squared, Adjusted R-squared and Pseudo-R-squared – Time Series Analysis, Regression and Forecasting 

Panel Data

• Introduction to the Fundamentals of Panel Data (ERIC )

• Regression with Panel Data | Introduction to Econometrics with R ( Hanck, Arnold, Gerber,  & Schmelzer)

• Panel | 數量方法（一）(林茂廷 )

• 探索性数据分析-企鹅的故事 | 数据科学中的 R 语言 <王敏杰> 使用 penguins 資料，可展現地理panel資料的應用

Causal  Effect

• Simpson's paradox | Wikipedia
  辛普森悖論 | 維基百科

• Ecological fallacy - Wikipedia

• 2021諾貝爾經濟學獎，為何是一場靜悄悄的革命？ (Wang)

• Natural experiments help answer important questions - 2021 Nobel Prize in Economics Popular science background

• Answering Causal Questions Using Observational Data- Scientific Background On The Sveriges Riksbank Prize In Economic Sciences In Memory Of Alfred Nobel 2021

• Mostly Harmless Econometrics: An Empiricist's Companion.  (Angrist and Pischke  2009)  介紹如何以計量進行因果分析[電子書  NTNU]
  基本無害的計量經濟學：實證研究者指南  Angrist & Pischke 2009，2012） 

  • vikjam/mostly-harmless-replication 使用R, Python, Strata, Julia 實作 Mostlty Harmless Economics 範例

• Mastering 'Metrics: The Path from Cause to Effect (Angrist and Pischke 2014) [github download][download][Google Book] [talk ppt][ch1][ch2][Book Site]
  精通计量：从原因到结果的探寻之旅 (安格里斯特 约恩-斯特芬 皮施克 2019)  

• Mastering Econometrics Home

  • YouTube: Mastering Econometrics with Josh Angrist 故事化的計量經濟因果分析介紹

  • Mastering 'Metrics companion web site 

  • R Code for Mastering ’Metrics (Anold) 

    • jrnold/masteringmetrics github  repository R code and text for R Code for Mastering 'Metrics, 

• Econometrics-  Econometrics, Causality, and Coding with Dr. HK | YouTube 

• Causality, Experiments, and Potential Outcomes <MIT OpenCourseWare>

• Cross-Section Econometrics, 2017 American Economic Association Continuing Education Webcasts

• Mastering Mostly Harmless Econometrics, 2020 American Economic Association Continuing Education Webcasts

• Causal Inference for The Brave and True (Matheus Facure)

  • github for Causal Inference for The Brave and True- python code 

  •  Causal Inference for The Brave and True 中文版 因果推断：从概念到实践

• Causal Inference: What If (Herná & Robins 2020), 1e (2020 Miguel Hernan)

  • Miguel Hernan's Faculty Website- with links to data and code

  • Causal Inference: What If. R and Stata code for Exercises (Robins et al.)

• Regression and Other Stories  (Gelman, Hill, and Vehtari 2020) [amazon][google book]

• Home page for the book Regression and Other Stories 

• Statistical Modeling, Causal Inference, and Social Science

• 數 據分析的力量 Google、Uber都在用的因果關係思考法.  (伊藤公一朗 2018 ) [ntnu] [博客來]

• Applied Causal Analysis (with R) ( Bauer )

• 因果推断简介(丁鹏) | 统计之都  (搜尋欄輸入：因果推断简介)

• 109年因果推論研習營 <人文社會研究中心>

• 陳雲鬆：邏輯、想象和詮釋：工具變數在社會科學因果推斷中的應用 - ITW01 

Spatial regression

Spatial Econometrics

• Interpreting Spatial Econometric Models (LeSage and Pace 2014)

• Satial Econometrics (Anselin  2003)

• Applied Spatial Econometrics: Raising the Bar (Elhorst 2010)

• On spatial econometric models, spillover effects, and W (Vega and Elhorst 2013)  

• Spatial Regression Models, 2e (Ward, Gleditsch 2019) | Google 圖書 

• 空間計量模型及其模擬分析 (陶长琪 杨海文 2014) 

• 国外空间计量经济学研究回顾、进展与述评 (张可云 杨孟禹 2015) [文字版]

• Mostly Pointless Spatial Econometrics? (Gibbons and  Overman 2012)

• Where is the economics in spatial econometrics?  (2012) < https://doi.org/10.1111/j.1467-9787.2011.00726.x >

• R packag spatialreg: Spatial Regression Analysis: A collection of all the estimation functions for spatial cross-sectional models

• Chapter 17 Spatial econometrics models | patial Data Science  (Pebesma &  Bivand)

• Chapter 9 Spatial regression models <Crime mapping in R> (Solymosi & Medina)  

• Spatial Econometrics with R- Spatial Data Analysis of the 5-Region Script Example (Kosfeld 2020)   以簡單的5區域假設範例，非常仔細說明R空間計量模型。

• Spatial (burkeyacademy.com) 

  • Spatial Econometrics (NEW 2017-2018) - YouTube 

• Spatial regression models  <https://rspatial.org>

• An Introduction to Spatial Econometrics in R (Sarmiento-Barbieri)

• The Covid-19 containment effects of public health measures: A spatial difference-in-differences approach (Kosfeld et al. 2021)   空間回歸及因果分析

• Spatial statistics (Part 1): Spatial Autocorrelation – Water Programming

  • Spatial statistics (Part 2): Spatial Regression Models – Water Programming

  • Spatial statistics (Part 3): Geographically Weighted (GW) models – Water Programming

Geographically Weighted Regression

• Geographically weighted regression models: A tutorial using the spgwr package in R (Mendez 2020)

• Local regression, R spgwr  <Spatial Data Science>

• spgwr: Geographically Weighted Regression | rdrr.io

• Geographically Weighted Regression - R GWmodel (Brunsdon 2015)

• Geographically Weighted Regression - A Tutorial on using GWR in ArcGIS 9.3  實作