Probability Theory And Mathematical Statistics Book Pdf
Table of contents
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Front Matter
Copyright
PREFACE
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CHAPTER 1 - PROBABILITIES OF EVENTS
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CHAPTER 2 - RANDOM VARIABLES
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CHAPTER 3 - NUMERICAL CHARACTERISTICS OF RANDOM VARIABLES
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CHAPTER 4 - PROJECTIONS OF RANDOM VECTORS AND THEIR DISTRIBUTIONS
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CHAPTER 5 - FUNCTIONS OF RANDOM VARIABLES
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CHAPTER 6 - ESTIMATION OF PARAMETERS OF DISTRIBUTIONS
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CHAPTER 7 - ESTIMATOR THEORY
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CHAPTER 8 - ESTIMATION OF DISTRIBUTIONS
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CHAPTER 9 - STATISTICAL MODELS, I
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CHAPTER 10 - STATISTICAL MODELS, II
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APPENDICES
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MAIN NOTATIONS
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REFERENCES
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INDEX
About the book
Description
Probability Theory and Mathematical Statistics for Engineers focuses on the concepts of probability theory and mathematical statistics for finite-dimensional random variables.
The book underscores the probabilities of events, random variables, and numerical characteristics of random variables. Discussions focus on canonical expansions of random vectors, second-order moments of random vectors, generalization of the density concept, entropy of a distribution, direct evaluation of probabilities, and conditional probabilities. The text then examines projections of random vectors and their distributions, including conditional distributions of projections of a random vector, conditional numerical characteristics, and information contained in random variables.
The book elaborates on the functions of random variables and estimation of parameters of distributions. Topics include frequency as a probability estimate, estimation of statistical characteristics, estimation of the expectation and covariance matrix of a random vector, and testing the hypotheses on the parameters of distributions. The text then takes a look at estimator theory and estimation of distributions.
The book is a vital source of data for students, engineers, postgraduates of applied mathematics, and other institutes of higher technical education.
Probability Theory and Mathematical Statistics for Engineers focuses on the concepts of probability theory and mathematical statistics for finite-dimensional random variables.
The book underscores the probabilities of events, random variables, and numerical characteristics of random variables. Discussions focus on canonical expansions of random vectors, second-order moments of random vectors, generalization of the density concept, entropy of a distribution, direct evaluation of probabilities, and conditional probabilities. The text then examines projections of random vectors and their distributions, including conditional distributions of projections of a random vector, conditional numerical characteristics, and information contained in random variables.
The book elaborates on the functions of random variables and estimation of parameters of distributions. Topics include frequency as a probability estimate, estimation of statistical characteristics, estimation of the expectation and covariance matrix of a random vector, and testing the hypotheses on the parameters of distributions. The text then takes a look at estimator theory and estimation of distributions.
The book is a vital source of data for students, engineers, postgraduates of applied mathematics, and other institutes of higher technical education.
Details
Copyright
Copyright © 1984 Elsevier Ltd. All rights reserved.
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Authors
V.S. PUGACHEV
Institute of Control Sciences, Academy of Sciences of the USSR, Moscow, USSR
Probability Theory And Mathematical Statistics Book Pdf
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