Introduction to Probability and Statistics for Engineers and Scientists, 5/e (Paperback)

Sheldon Ross

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商品描述

Introduction to Probability and Statistics for Engineers and Scientists, Fifth Edition is a proven text reference that provides a superior introduction to applied probability and statistics for engineering or science majors. The book lays emphasis in the manner in which probability yields insight into statistical problems, ultimately resulting in an intuitive understanding of the statistical procedures most often used by practicing engineers and scientists.

Real data from actual studies across life science, engineering, computing and business are incorporated in a wide variety of exercises and examples throughout the text. These examples and exercises are combined with updated problem sets and applications to connect probability theory to everyday statistical problems and situations. The book also contains end of chapter review material that highlights key ideas as well as the risks associated with practical application of the material. Furthermore, there are new additions to proofs in the estimation section as well as new coverage of Pareto and lognormal distributions, prediction intervals, use of dummy variables in multiple regression models, and testing equality of multiple population distributions.

This text is intended for upper level undergraduate and graduate students taking a course in probability and statistics for science or engineering, and for scientists, engineers, and other professionals seeking a reference of foundational content and application to these fields. 

Key Features

●Clear exposition by a renowned expert author
●Real data examples that use significant real data from actual studies across life science, engineering, computing and business
●End of Chapter review material that emphasizes key ideas as well as the risks associated with practical application of the material
●25% New Updated problem sets and applications, that demonstrate updated applications to engineering as well as biological, physical and computer science
●New additions to proofs in the estimation section
●New coverage of Pareto and lognormal distributions, prediction intervals, use of dummy variables in multiple regression models, and testing equality of multiple population distributions.

商品描述(中文翻譯)

《應用概率與統計:工程師和科學家的入門指南,第五版》是一本經過驗證的參考書,為工程或科學專業的學生提供了優秀的應用概率和統計的入門介紹。該書強調概率如何揭示統計問題,最終使實踐中的工程師和科學家對統計程序有直觀的理解。

書中結合了來自生命科學、工程、計算和商業等領域的真實數據,並通過各種練習和例子將其應用於文本中。這些例子和練習與更新的問題集和應用相結合,將概率理論與日常統計問題和情境相連接。該書還包含了章末的復習材料,強調了關鍵思想以及實際應用材料的風險。此外,估計部分的證明新增了一些內容,還新增了對帕累托分布和對數正態分布、預測區間、在多元回歸模型中使用虛擬變量以及測試多個母體分布的相等性的涵蓋。

本書適用於高年級本科生和研究生修讀科學或工程概率和統計課程的學生,以及尋求基礎內容和應用於這些領域的科學家、工程師和其他專業人士。

主要特點包括:
- 知名專家作者的清晰講解
- 使用來自生命科學、工程、計算和商業等領域的重要真實數據的實例
- 強調關鍵思想以及實際應用材料的章末復習材料
- 25%的新問題集和應用,展示了工程以及生物、物理和計算機科學的最新應用
- 估計部分的新證明內容
- 新增對帕累托分布和對數正態分布、預測區間、在多元回歸模型中使用虛擬變量以及測試多個母體分布的相等性的涵蓋。

作者簡介

Dr. Sheldon M. Ross is a professor in the Department of Industrial and Systems Engineering at the University of Southern California. He received his Ph.D. in statistics at Stanford University in 1968. He has published many technical articles and textbooks in the areas of statistics and applied probability. Among his texts are A First Course in Probability, Introduction to Probability Models, Stochastic Processes, and Introductory Statistics. Professor Ross is the founding and continuing editor of the journal Probability in the Engineering and Informational Sciences. He is a Fellow of the Institute of Mathematical Statistics, a Fellow of INFORMS, and a recipient of the Humboldt US Senior Scientist Award.

作者簡介(中文翻譯)

Sheldon M. Ross 博士 是南加州大學工業與系統工程學系的教授。他於1968年在斯坦福大學獲得統計學博士學位。他在統計學和應用概率領域發表了許多技術文章和教科書。他的著作包括《概率論第一課》、《概率模型導論》、《隨機過程》和《入門統計學》。Ross 教授是期刊《工程與資訊科學中的概率》的創始人和持續編輯。他是數學統計學會和INFORMS的會士,並獲得了洪堡美國高級科學家獎。

目錄大綱

Ch1 Introduction to Statistics
Ch2 Descriptive Statistics
Ch3 Elements of Probability
Ch4 Random Variables and Expectation
Ch5 Special Random Variables
Ch6 Distributions of Sampling Statistics
Ch7 Parameter Estimation
Ch8 Hypothesis Testing
Ch9 Regression
Ch10 Analysis of Variance
Ch11 Goodness of Fit Tests and Categorical Data Analysis
Ch12 Nonparametric Hypothesis Tests
Ch13 Quality Control
Ch14 LifeTesting
Ch15 Simulation, Bootstrap Statistical Methods, and Permutation Tests

目錄大綱(中文翻譯)

Ch1 統計學簡介
Ch2 描述統計
Ch3 機率元素
Ch4 隨機變數與期望值
Ch5 特殊隨機變數
Ch6 抽樣統計量的分佈
Ch7 參數估計
Ch8 假設檢定
Ch9 迴歸分析
Ch10 變異數分析
Ch11 適合度檢定與類別資料分析
Ch12 非參數假設檢定
Ch13 品質控制
Ch14 生命測試
Ch15 模擬、自助統計方法和排列檢定