TY  - BOOK
AU  - Fan, Jianqing
TI  - Statistical foundations of data science  
SN  -  9781032941752
PY  - 2020///
CY  - Boca Raton
PB  - CRC Press
KW  - Machine learning
KW  - Regression analysis
KW  - High-dimensional data analysis
N1  - Includes reference and index
N2  -  Statistical Foundations of Data Science gives a thorough introduction to commonly used statistical models, contemporary statistical machine learning techniques and algorithms, along with their mathematical insights and statistical theories. It aims to serve as a graduate-level textbook and a research monograph on high-dimensional statistics, sparsity and covariance learning, machine learning, and statistical inference. It includes ample exercises that involve both theoretical studies as well as empirical applications. The book begins with an introduction to the stylized features of big data and their impacts on statistical analysis
ER  -