Computational Statistics in Data Science
暫譯: 數據科學中的計算統計學
Levine, Richard A., Piegorsch, Walter W., Zhang, Hao Helen
- 出版商: Wiley
- 出版日期: 2022-04-18
- 售價: $7,140
- 貴賓價: 9.5 折 $6,783
- 語言: 英文
- 頁數: 672
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1119561078
- ISBN-13: 9781119561071
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相關分類:
機率統計學 Probability-and-statistics、Data Science
海外代購書籍(需單獨結帳)
商品描述
An essential roadmap to the application of computational statistics in contemporary data science
In Computational Statistics in Data Science, a team of distinguished mathematicians and statisticians delivers an expert compilation of concepts, theories, techniques, and practices in computational statistics for readers who seek a single, standalone sourcebook on statistics in contemporary data science. The book contains multiple sections devoted to key, specific areas in computational statistics, offering modern and accessible presentations of up-to-date techniques.
Computational Statistics in Data Science provides complimentary access to finalized entries in the Wiley StatsRef: Statistics Reference Online compendium. Readers will also find:
- A thorough introduction to computational statistics relevant and accessible to practitioners and researchers in a variety of data-intensive areas
- Comprehensive explorations of active topics in statistics, including big data, data stream processing, quantitative visualization, and deep learning
Perfect for researchers and scholars working in any field requiring intermediate and advanced computational statistics techniques, Computational Statistics in Data Science will also earn a place in the libraries of scholars researching and developing computational data-scientific technologies and statistical graphics.
商品描述(中文翻譯)
當代數據科學中計算統計應用的基本路線圖
在計算統計在數據科學中的應用一書中，一組傑出的數學家和統計學家提供了一部專業的計算統計概念、理論、技術和實踐的彙編，旨在為尋求當代數據科學中統計學單一獨立參考書的讀者提供資源。本書包含多個部分，專注於計算統計中的關鍵特定領域，提供現代且易於理解的最新技術介紹。
計算統計在數據科學中的應用還提供了對Wiley StatsRef: Statistics Reference Online彙編中最終條目的免費訪問。讀者還將發現：
- 對計算統計的全面介紹，相關且易於接觸，適合各種數據密集型領域的從業者和研究人員
- 對統計學中活躍主題的全面探索，包括大數據、數據流處理、定量可視化和深度學習
非常適合在任何需要中級和高級計算統計技術的領域工作的研究人員和學者，計算統計在數據科學中的應用也將成為研究和開發計算數據科學技術及統計圖形的學者圖書館中的重要藏書。
作者簡介
WALTER W. PIEGORSCH is Professor of Mathematics at the University of Arizona and Director of Statistical Research & Education at the University's BIO5 Institute. He is also a former Chair of the UArizona Interdisciplinary Program in Statistics, and a past editor of the Journal of the American Statistical Association (Theory & Methods Section). He is a fellow of the American Statistical Association and an elected member of the International Statistical Institute.
RICHARD A. LEVINE is Professor of Statistics at San Diego State University and Faculty Advisor overseeing the Statistical Modeling Group in SDSU Analytic Studies and Institutional Research. He is former Chair of the SDSU Department of Mathematics and Statistics and past Editor of the Journal of Computational and Graphical Statistics. He is Associate Editor for Statistics of the Notices of the American Mathematical Society and is a fellow of the American Statistical Association.
HAO HELEN ZHANG is Professor of Mathematics at the University of Arizona and Chair of the UArizona Interdisciplinary Program in Statistics. She is Editor-in-Chief of STAT (the ISI journal) and Associate Editor of the Journal of the American Statistical Association and the Journal of the Royal Statistical Society. She is a fellow of the American Statistical Association, the Institute of Mathematical Statistics, and an elected member of the International Statistical Institute.
THOMAS C. M. LEE is Professor of Statistics and Associate Dean of the Faculty in Mathematical and Physical Sciences at the University of California, Davis. He is a former Chair of the Department of Statistics at the same institution and a past editor of the Journal of Computational and Graphical Statistics. He is an elected fellow of the American Association for the Advancement of Science, the American Statistical Association, and the Institute of Mathematical Statistics.
作者簡介(中文翻譯)
沃爾特·W·皮戈斯是亞利桑那大學數學系的教授，也是該大學BIO5研究所的統計研究與教育主任。他曾擔任亞利桑那大學跨學科統計計畫的主任，並且是《美國統計協會期刊》（理論與方法部分）的前編輯。他是美國統計協會的會士，並且是國際統計學會的當選成員。
理查德·A·萊文是聖地牙哥州立大學的統計學教授，並擔任SDSU分析研究與機構研究中的統計建模小組的教職顧問。他曾擔任聖地牙哥州立大學數學與統計系的主任，以及《計算與圖形統計期刊》的前編輯。他是《美國數學學會通報》的統計學副編輯，也是美國統計協會的會士。
張浩·海倫是亞利桑那大學的數學教授，並擔任亞利桑那大學跨學科統計計畫的主任。她是STAT（國際統計學會期刊）的主編，以及《美國統計協會期刊》和《皇家統計學會期刊》的副編輯。她是美國統計協會、數學統計學會的會士，並且是國際統計學會的當選成員。
李志明·C·M是加州大學戴維斯分校的統計學教授及數學與物理科學學院的副院長。他曾擔任該機構統計系的主任，以及《計算與圖形統計期刊》的前編輯。他是美國科學促進會、美國統計協會和數學統計學會的當選會士。
