The hard way to self-learn quantitative method

BASIC LEVEL

Probability

• Introduction to Probability

Statistics

• Introduction to Modern Statistics

Linear algebra

• Introduction to Linear Algebra, 2016

R practise

• Quantitative Research Methods for Political Science, Public Policy and Public Administration: 4th Edition With Applications in R

SECOND LEVEL

• Regression and Other Stories

• Statistical Rethinking: A Bayesian Course with Examples in R and Sta

• Gelman, Andrew, John B. Carlin, Hal S. Stern, David B. Dunson, Aki Vehtari, and Donald B. Rubin. Bayesian Data Analysis. The CRC Press, 2014.

CAUSAL INFERENCE

Econometric

• Angrist, Joshua D., and Jörn-Steffen Pischke. Mastering Metrics: The Path from Cause to Effect, 2015.

• Joshua D. Angrist and Jörn-Steffen Pischke, Mostly Harmless Econometrics

• Imbens, Guido W., and Donald B. Rubin. Causal Inference for Statistics, Social, and Bio-medical Sciences: An Introduction. New York: Cambridge University Press, 2015.

• Cunningham, Scott. Causal Inference: The Mixtape

Epistemology

• Causal Inference: What If

• Morgan, Stephen L., and Christopher Winship. Counterfactuals and Causal Inference: Methods and Principles for Social Research, 2014.

• VanderWeele, Tyler. Explanation in Causal Inference, 2015.

computer science

• Pearl, Judea. The Book of Why: The New Science of Cause and Effect. Basic Books. New York, 2018.

• Pearl, Judea. Causality: Models, Reasoning, and Inference, Second Edition. Second Edition, 2009.

• Pearl, Judea, Madelyn Glymour, and Nicholas P. Jewell. Causal Inference in Statistics: A Primer. Wiley, 2016.

OTHERS

• Kloke, John, and Joseph W. McKean. Nonparametric Statistical Methods Using R. Key Concepts in Critical Management Studies. CRC press, 2015.

• Wood, Simon N. Generalized Additive Models. CRC, 2017..

空间分析

• Geocomputation with R
• Spatial Data Science with applications in R
• Spatial Point Patterns:Methodology and Applications with R
• Introduction to Spatial Data Programming with R
• Spatial Microsimulation with R