000 01062cam a22002055i 4500
020 _a9781466510845
020 _a9780367512620
082 _a519.5
_bFAN
100 1 _aFan, Jianqing,
245 1 0 _aStatistical foundation of data science /
_cJianqing Fan, Runze Li, Cun-Hui Zhang, Hui Zou.
250 _a1.
260 _aBoca Raton:
_bCRC Press,
_c2020.
300 _axxi, 752 p.
490 0 _aCRC data science series
520 _a"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"--
700 1 _aLi, Runze,
700 1 _aZhang, Cun-Hui,
700 1 _aZou, Hui,
942 _cBK
999 _c302172
_d302172