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Introduction to Probability and Statistics for Engineers and Scientists

Gebonden Engels 2021 6e druk 9780128243466
€ 133,-
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Introduction to Probability and Statistics for Engineers and Scientists, Sixth Edition, uniquely emphasizes how probability informs statistical problems, thus helping readers develop an intuitive understanding of the statistical procedures commonly used by practicing engineers and scientists. Utilizing real data from actual studies across life science, engineering, computing and business, this useful introduction supports reader comprehension through a wide variety of exercises and examples. End-of-chapter reviews of materials highlight key ideas, also discussing the risks associated with the practical application of each material. In the new edition, coverage includes information on Big Data and the use of R.

This book is intended for upper level undergraduate and graduate students taking a probability and statistics course in engineering programs as well as those across the biological, physical and computer science departments. It is also appropriate for scientists, engineers and other professionals seeking a reference of foundational content and application to these fields.

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CHAPTER 1 Introduction to statistics

CHAPTER 2 Descriptive statistics

CHAPTER 3 Elements of probability

CHAPTER 4 Random variables and expectation

CHAPTER 5 Special random variables

CHAPTER 6 Distributions of sampling statistics

CHAPTER 7 Parameter estimation

CHAPTER 8 Hypothesis testing

CHAPTER 9 Regression

CHAPTER 10 Analysis of variance

CHAPTER 11 Goodness of fit tests and categorical data analysis

CHAPTER 12 Nonparametric hypothesis tests

CHAPTER 13 Quality control

CHAPTER 14 Life testing

CHAPTER 15 Simulation, bootstrap statistical methods, and permutation tests

CHAPTER 16 Machine learning and big data

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          Introduction to Probability and Statistics for Engineers and Scientists