Statistical Foundations of Data Science

by Cun-Hui Zhang, Jianqing Fan, Hui Zou, et al.

Book Overview

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...

• Format: Hardcover
• Language: English
• ISBN: 1466510846
• ISBN13: 9781466510845
• Release Date: August 2020
• Publisher: CRC Press
• Length: 774 Pages
• Weight: 3.05 lbs.
• Dimensions: 1.5" x 6.1" x 9.4"