Big Data Analytics in Biostatistics and Bioinformatics
暫譯: 生物統計學與生物資訊學中的大數據分析

Zhao, Yichuan, Chen, Ding-Geng

  • 出版商: Springer
  • 出版日期: 2026-04-20
  • 售價: $8,140
  • 貴賓價: 9.5$7,733
  • 語言: 英文
  • 頁數: 489
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 3032066484
  • ISBN-13: 9783032066480
  • 相關分類: Data-miningMachine Learning
  • 海外代購書籍(需單獨結帳)

商品描述

This book focuses on big data analytics in biostatistics and bioinformatics. As a contributed volume, it seeks to stimulate the growth of this dynamic field in the era of artificial intelligence. By presenting an overview of recent advances in biostatistics and bioinformatics through advanced statistical and machine learning methods, the book offers valuable insights for data scientists and biostatisticians working in public health, neuroscience, and related disciplines.

It is a useful reference for graduate students and researchers across academia, industry, and government.

商品描述(中文翻譯)

本書專注於生物統計學和生物資訊學中的大數據分析。作為一本貢獻型的專著,它旨在促進這個在人工智慧時代中充滿活力的領域的發展。通過展示生物統計學和生物資訊學的最新進展,並運用先進的統計和機器學習方法,本書為在公共衛生、神經科學及相關學科工作的數據科學家和生物統計學家提供了寶貴的見解。這本書對於來自學術界、產業界和政府的研究生和研究人員來說,是一本有用的參考資料。

作者簡介

Yichuan Zhao is a Professor of Statistics at Georgia State University in Atlanta. He has a joint appointment as associate member of the Neuroscience Institute, and he is also an affiliated faculty member of the School of Public Health at Georgia State University. His current research interest focuses on survival analysis, empirical likelihood methods, nonparametric statistics, analysis of ROC curves, bioinformatics, Monte Carlo methods, and statistical modelling of fuzzy systems. He has published more than 100 research articles in statistics and biostatistics, has co-edited seven books on statistics, biostatistics and data science, and has been invited to deliver more than 200 research talks nationally and internationally. He is currently serving as associate editor, or on the editorial board, for several statistical journals including Electronic Journal of Statistics and Journal of Nonparametric Statistics. Dr. Zhao is a Fellow of the American Statistical Association, and an elected member of the International Statistical Institute. He serves on the Board of Directors, ICSA and the Chair-Elect, Risk Analysis Section, the American Statistical Association.

Ding-Geng Chen is an elected fellow of the American Statistical Association and is currently the executive director and professor in biostatistics at the College of Health Solutions, Arizona State University. Also, he is an elected member of the Academy of Science of South Africa (MASSAf) (https: //www.assaf.org.za/), an extraordinary professor and the SARChI research chair in biostatistics at the University of Pretoria, and an honorary professor at the University of KwaZulu-Natal, South Africa. He is a senior biostatistics consultant for biopharmaceuticals and government agencies with extensive expertise in biostatistics, clinical trials, and public health statistics. Dr. Chen has more than 200 referred professional publications, co-authored 12 books and co-edited 29 books on clinical trial methodology, meta-analysis, data science, causal inference, and public health research.

作者簡介(中文翻譯)

趙怡川是喬治亞州立大學(Georgia State University)統計學教授,任職於亞特蘭大。他同時擔任神經科學研究所的副成員,並且是喬治亞州立大學公共衛生學院的附屬教員。他目前的研究興趣集中在生存分析、經驗似然方法、非參數統計、ROC曲線分析、生物資訊學、蒙地卡羅方法以及模糊系統的統計建模。他在統計學和生物統計學領域發表了超過100篇研究文章,並共同編輯了七本有關統計學、生物統計學和數據科學的書籍,還受邀在國內外進行超過200場研究演講。他目前擔任多本統計學期刊的副編輯或編輯委員會成員,包括電子統計學期刊非參數統計學期刊。趙博士是美國統計學會的會士,並且是國際統計學會的當選成員。他還擔任美國統計學會風險分析部門的董事會成員及主席候選人。

陳鼎耕是美國統計學會的當選會士,目前擔任亞利桑那州立大學健康解決方案學院的生物統計學執行主任和教授。此外,他是南非科學院(Academy of Science of South Africa, MASSAf)的當選成員(https://www.assaf.org.za/),並在比勒陀利亞大學擔任生物統計學的特聘教授及SARChI研究主席,還是南非夸祖魯-納塔爾大學的榮譽教授。他是生物製藥和政府機構的高級生物統計顧問,擁有豐富的生物統計學、臨床試驗和公共衛生統計的專業知識。陳博士擁有超過200篇的專業期刊論文,並共同撰寫了12本書籍,並共同編輯了29本有關臨床試驗方法學、元分析、數據科學、因果推斷和公共衛生研究的書籍。