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A. K. Md. Ehsanes Saleh Moha Statistical Inference for Models with Mu (Hardback)

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Book Title
Statistical Inference for Models with Multivariate t-Distributed
Publication Name
Statistical Inference for Models with Multivariate T-Distributed Errors
Title
Statistical Inference for Models with Multivariate t-Distributed
Author
Mohammad Arashi, A. K. Ehsanes Saleh, S. M. M. Tabatabaey
Format
Hardcover
EAN
9781118854051
ISBN
9781118854051
Publisher
Wiley & Sons, Incorporated, John
Genre
Science Nature & Math
Release Year
2014
Release Date
17/10/2014
Language
English
Country/Region of Manufacture
US
Item Height
0.7 in
Item Length
9.6 in
Item Width
6.4 in
Item Weight
17.9 Oz
Subject Area
Mathematics
Subject
Probability & Statistics / Multivariate Analysis, Probability & Statistics / Regression Analysis, Probability & Statistics / Bayesian Analysis
Publication Year
2014
Type
Textbook
Number of Pages
272 Pages

關於產品

Product Information

This book summarizes the results of various models under normal theory with a brief review of the literature. Statistical Inference for Models with Multivariate t-Distributed Errors Includes a wide array of applications for the analysis of multivariate observations Emphasizes the development of linear statistical models with applications to engineering, the physical sciences, and mathematics Contains an up-to-date bibliography featuring the latest trends and advances in the field to provide a collective source for research on the topic Addresses linear regression models with non-normal errors with practical real-world examples Uniquely addresses regression models in Student's t -distributed errors and t -models Supplemented with an Instructor's Solutions Manual, which is available via written request by the Publisher

Product Identifiers

Publisher
Wiley & Sons, Incorporated, John
ISBN-10
1118854055
ISBN-13
9781118854051
eBay Product ID (ePID)
176149390

Product Key Features

Number of Pages
272 Pages
Language
English
Publication Name
Statistical Inference for Models with Multivariate T-Distributed Errors
Publication Year
2014
Subject
Probability & Statistics / Multivariate Analysis, Probability & Statistics / Regression Analysis, Probability & Statistics / Bayesian Analysis
Type
Textbook
Subject Area
Mathematics
Author
Mohammad Arashi, A. K. Ehsanes Saleh, S. M. M. Tabatabaey
Format
Hardcover

Dimensions

Item Height
0.7 in
Item Weight
17.9 Oz
Item Length
9.6 in
Item Width
6.4 in

Additional Product Features

Intended Audience
Scholarly & Professional
LCCN
2014-007304
Dewey Edition
23
Dewey Decimal
519.536
Lc Classification Number
Qa278.2.S254 2014
Table of Content
List of Figures xv List of Tables xvii Preface xix Glossary xxi List of Symbols xxiii 1 Introduction 1 1.1 Objective of the Book 1 1.2 Models Under Consideration 3 2 Preliminaries 7 2.1 Normal distribution 8 2.2 Chisquare distribution 8 2.3 Student's t distributions 10 2.4 F distribution 14 2.5 Multivariate Normal distribution 16 2.6 Multivariate t distribution 17 2.7 Problems 28 3 Location Model 31 3.1 Model Specification 32 3.2 Unbiased Estimates of _ and _ 2 and test of hypothesis 32 3.3 Estimators 36 3.4 Bias and MSE Expressions of the Location Estimators 38 3.5 Various Estimates of Variance 48 3.6 Problems 60 4 Simple Regression Model 61 4.1 Introduction 62 4.2 Estimation and Testing of _ 62 4.3 Properties of Intercept Parameter 66 4.4 Comparison 69 4.5 Numerical Illustration 72 4.6 Problems 77 5 ANOVA 79 5.1 Model Specification 80 5.2 Proposed Estimators and Testing 80 5.3 Bias, MSE and Risk Expressions 85 5.4 Risk Analysis 87 5.5 Problems 93 6 Parallelism Model 95 6.1 Model Specification 96 6.2 Estimation of the Parameters and Test of Parallelism 97 6.3 Bias, MSE, and Risk Expressions 103 6.4 Risk Analysis 106 6.5 Problems 110 7 Multiple Regression Model 111 7.1 Model Specification 112 7.2 Shrinkage Estimators and Testing 112 7.3 Bias and Risk Expressions 116 7.4 Comparison 120 7.5 Problems 126 8 Ridge Regression 127 8.1 Model Specification 128 8.2 Proposed Estimators 129 8.3 Bias, MSE, and Risk Expressions 130 8.4 Performance of the Estimators 135 8.5 Choice of Ridge Parameter 153 8.6 Problems 164 9 Multivariate Models 165 9.1 Location Model 166 9.2 Testing of Hypothesis and Several Estimators of Local Parameter 167 9.3 Bias, Quadratic Bias, MSE, and Risk Expressions 169 9.4 Risk Analysis of the Estimators 171 9.5 Simple Multivariate Linear Model 175 9.6 Problems 180 10 Bayesian Analysis 181 10.1 Introduction (Zellner's Model) 181 10.2 Conditional Bayesian Inference 183 10.3 Matrix Variate t Distribution 185 10.4 Bayesian Analysis in Multivariate Regression Model 187 10.5 Problems 194 11 Linear Prediction Models 195 11.1 Model & Preliminaries 196 11.2 Distribution of SRV and RSS 197 11.3 Regression Model for Future Responses 199 11.4 Predictive Distributions of FRV and FRSS 200 11.5 An Illustration 206 11.6 Problems 208 12 Stein Estimation 209 12.1 Class of Estimators 210 12.2 Preliminaries and Some Theorems 213 12.3 Superiority Conditions 216 12.4 Problems 223 References 225 Subject Index 243
Copyright Date
2014

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