如果傳統(tǒng)統(tǒng)計理論像古典音樂，機器學習像流行樂，那么semiparametric和distribution-free就是古典流行。

Statistics：

Asymptotic Statistics by A. W. Van der Vaart

Theoretical Statistics by Robert W. Keener

Theory of Statistics (https://candes.su.domains/teaching/stats300c/)

Machine Learning:

Foundations of Machine Learning (https://cs.nyu.edu/~mohri/mlbook/)

Semiparametric Statistics:

Semiparametric Theory and Missing Data

Introduction to Empirical Processes and Semiparametric Inference by?Michael R. Kosorok

Introduction to Semiparametric Statistics (www.stat.columbia.edu/~bodhi/Talks/SPThNotes.pdf)