Statistical Thinking (ͳ¼ÆË¼Î¬) (Spring 2021)
Reading Papers
Leo Breiman. Statistical Modeling: The Two Cultures. Statistical Science, 16 (3): 199-231, 2001.
Bradley Efron. Prediction, Estimation, and Attribution (with discussion). JASA, 115 (530): 636-655, 2020.
David Donoho. 50 years of data science. Journal of Computational and Graphical Statistics, 26: 745-766, 2017.
Andrew Gelman and Aki Vehtari. What are the most important statistical ideas of the past 50 years? 2021.
B. Efron .Bootstrap methods: another look at the Jackknife. Ann. Statist., 7: 1-26, 1979.
D R Cox. Regression models and life-tables. Journal of the Royal Statistical Society Series B 34(2): 187-220, 1972.
EL Kaplan and P Meier. Nonparametric-estimation from incomplete observations. Journal of the American Statistical Association 53(282): 457-481, 1958.
Reference Books
D R Cox. Principle of Statistical Inference. Cambridge University Press, 2006.
Larry Wasserman. All of Statistics. Springer-Verlag New York, 2003.
Larry Wasserman. All of Nonparametric Statistics. Springer-Verlag New York, 2005.
Geroge Casella and Roger L. Berger. Statistical Inference. Cengage Learning, 2002.
Bradley Efron. Large Scale Inference. Cambridge University Press, 2010.