Fundamentals of High-Dimensional Statistics: With Exercises and R Labs
暫譯: 高維統計學基礎：附練習題與R實驗室
Lederer, Johannes
- 出版商: Springer
- 出版日期: 2021-11-17
- 售價: $4,160
- 貴賓價: 9.5 折 $3,952
- 語言: 英文
- 頁數: 427
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 3030737918
- ISBN-13: 9783030737917
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相關分類:
R 語言、機率統計學 Probability-and-statistics
海外代購書籍(需單獨結帳)
相關主題
商品描述
This textbook provides a step-by-step introduction to the tools and principles of high-dimensional statistics. Each chapter is complemented by numerous exercises, many of them with detailed solutions, and computer labs in R that convey valuable practical insights. The book covers the theory and practice of high-dimensional linear regression, graphical models, and inference, ensuring readers have a smooth start in the field. It also offers suggestions for further reading. Given its scope, the textbook is intended for beginning graduate and advanced undergraduate students in statistics, biostatistics, and bioinformatics, though it will be equally useful to a broader audience.
商品描述(中文翻譯)
這本教科書提供了高維統計工具和原則的逐步介紹。每一章都附有許多練習題，其中許多題目都有詳細的解答，並且包含使用 R 語言的電腦實驗，傳達了寶貴的實踐見解。這本書涵蓋了高維線性回歸、圖形模型和推斷的理論與實踐，確保讀者在這個領域有一個順利的開始。它還提供了進一步閱讀的建議。考慮到其範疇，這本教科書適合統計學、生物統計學和生物資訊學的初學研究生和高年級本科生，雖然對更廣泛的讀者群體也同樣有用。
作者簡介
Johannes Lederer is a Professor of Statistics at the Ruhr-University Bochum, Germany. He received his PhD in mathematics from the ETH Zürich and subsequently held positions at UC Berkeley, Cornell University, and the University of Washington. He has taught high-dimensional statistics to applied and mathematical audiences alike, e.g. as a Visiting Professor at the Institute of Statistics, Biostatistics, and Actuarial Sciences at UC Louvain, and at the University of Hong Kong Business School.
作者簡介(中文翻譯)
約翰內斯·萊德勒是德國魯爾大學波鴻的統計學教授。他在蘇黎世聯邦理工學院獲得數學博士學位，隨後在加州大學伯克利分校、康奈爾大學和華盛頓大學擔任職位。他曾教授高維統計學，面向應用和數學領域的聽眾，例如作為比利時魯汶大學統計、生物統計和精算科學研究所的訪問教授，以及在香港大學商學院的教學。
