Statistical foundation of data science /
Fan, Jianqing,
Statistical foundation of data science / Jianqing Fan, Runze Li, Cun-Hui Zhang, Hui Zou. - 1. - Boca Raton: CRC Press, 2020. - xxi, 752 p. - CRC data science series .
"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"--
9781466510845 9780367512620
519.5 / FAN
Statistical foundation of data science / Jianqing Fan, Runze Li, Cun-Hui Zhang, Hui Zou. - 1. - Boca Raton: CRC Press, 2020. - xxi, 752 p. - CRC data science series .
"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"--
9781466510845 9780367512620
519.5 / FAN