Statistical Foundations of Data Science
Statistical Foundations of Data Science
by Jianqing Fan
English | 2020 | ISBN: 1466510846 | 775 Pages | PDF | 34 MB
by Jianqing Fan
English | 2020 | ISBN: 1466510846 | 775 Pages | PDF | 34 MB
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.