Discrete Distributions in Engineering and the Applied Sciences
暫譯: 工程與應用科學中的離散分佈

Chattamvelli, Rajan, Shanmugam, Ramalingam

  • 出版商: Morgan & Claypool
  • 出版日期: 2020-06-03
  • 售價: $2,890
  • 貴賓價: 9.5$2,746
  • 語言: 英文
  • 頁數: 227
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 1681738635
  • ISBN-13: 9781681738635
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

This is an introductory book on discrete statistical distributions and its applications. It discusses only those that are widely used in the applications of probability and statistics in everyday life. The purpose is to give a self-contained introduction to classical discrete distributions in statistics. Instead of compiling the important formulas (which are available in many other textbooks), we focus on important applications of each distribution in various applied fields like bioinformatics, genomics, ecology, electronics, epidemiology, management, reliability, etc., making this book an indispensable resource for researchers and practitioners in several scientific fields. Examples are drawn from different fields. An up-to-date reference appears at the end of the book.

Chapter 1 introduces the basic concepts on random variables, and gives a simple method to find the mean deviation (MD) of discrete distributions. The Bernoulli and binomial distributions are discussed in detail in Chapter 2. A short chapter on discrete uniform distribution appears next. The next two chapters are on geometric and negative binomial distributions. Chapter 6 discusses the Poisson distribution in-depth, including applications in various fields. Chapter 7 is on hypergeometric distribution. As most textbooks in the market either do not discuss, or contain only brief description of the negative hypergeometric distribution, we have included an entire chapter on it. A short chapter on logarithmic series distribution follows it, in which a theorem to find the kth moment of logarithmic distribution using (k-1)th moment of zero-truncated geometric distribution is presented. The last chapter is on multinomial distribution and its applications.

The primary users of this book are professionals and practitioners in various fields of engineering and the applied sciences. It will also be of use to graduate students in statistics, research scholars in science disciplines, and teachers of statistics, biostatistics, biotechnology, education, and psychology.

商品描述(中文翻譯)

這是一本關於離散統計分佈及其應用的入門書籍。它僅討論那些在日常生活中概率和統計應用中廣泛使用的分佈。其目的是提供一個自成體系的介紹,涵蓋統計學中的經典離散分佈。與其彙編重要的公式(這些在許多其他教科書中都有提供),我們專注於每個分佈在生物信息學、基因組學、生態學、電子學、流行病學、管理學、可靠性等各個應用領域的重要應用,使本書成為多個科學領域研究人員和實踐者不可或缺的資源。例子來自不同的領域。本書末尾提供了最新的參考資料。

第一章介紹隨機變數的基本概念,並給出一種簡單的方法來計算離散分佈的平均偏差(MD)。第二章詳細討論了伯努利分佈和二項分佈。接下來是一個關於離散均勻分佈的簡短章節。接下來的兩章則是幾何分佈和負二項分佈。第六章深入討論了泊松分佈,包括在各個領域的應用。第七章則講述超幾何分佈。由於市場上大多數教科書要麼不討論,要麼僅簡要描述負超幾何分佈,我們特別包含了一整章的內容。接下來是一個關於對數級數分佈的簡短章節,其中提出了一個定理,用於利用零截斷幾何分佈的(k-1)次矩來計算對數分佈的第 k 次矩。最後一章則是關於多項分佈及其應用。

本書的主要讀者是各個工程和應用科學領域的專業人士和實踐者。它對於統計學研究生、科學學科的研究學者,以及統計學、生物統計學、生物技術、教育和心理學的教師也將有所幫助。