عنوان

Handbook of regression methods /

(Number (ISBN

1315154706

(Number (ISBN

1498775306

(Number (ISBN

9781315154701

(Number (ISBN

9781498775304

Erroneous ISBN

1498775292

Erroneous ISBN

9781498775298

Title Proper

Handbook of regression methods /

General Material Designation

[Book]

First Statement of Responsibility

Derek S. Young.

Place of Publication, Distribution, etc.

Boca Raton, FL :

Name of Publisher, Distributor, etc.

CRC Press,

Date of Publication, Distribution, etc.

[2017]

Date of Publication, Distribution, etc.

©2017

Specific Material Designation and Extent of Item

1 online resource (xvi, 637 pages)

Text of Note

Includes bibliographical references and index.

Text of Note

Cover; Half Title; Title Page; Copyright Page; Dedication; Table of Contents; List of Examples; Preface; I: Simple Linear Regression; 1: Introduction; 2: Basics of Regression Models; 2.1 Regression Notation; 2.2 Population Model for Simple Linear Regression; 2.3 Ordinary Least Squares; 2.4 Measuring Overall Variation from the Sample Line; 2.4.1 R2; 2.5 Regression Through the Origin; 2.6 Distinguishing Regression from Correlation; 2.7 Regression Effect; 2.7.1 Regression Fallacy; 2.8 Examples; 3: Statistical Inference; 3.1 Hypothesis Testing and Confidence Intervals; 3.2 Power.

Text of Note

3.3 Inference on the Correlation Model3.4 Intervals for a Mean Response; 3.5 Intervals for a New Observation; 3.6 Examples; 4: Regression Assumptions and Residual Diagnostics; 4.1 Consequences of Invalid Assumptions; 4.2 Diagnosing Validity of Assumptions; 4.3 Plots of Residuals Versus Fitted Values; 4.3.1 Ideal Appearance of Plots; 4.3.2 Diffculties Possibly Seen in the Plots; 4.4 Data Transformations; 4.5 Tests for Normality; 4.5.1 Skewness and Kurtosis; 4.6 Tests for Constant Error Variance; 4.7 Examples; 5: ANOVA for Simple Linear Regression; 5.1 Constructing the ANOVA Table.

Text of Note

8.2 The General Linear F-Test8.3 Lack-of-Fit Testing in the Multiple Regression Setting; 8.4 Extra Sums of Squares; 8.5 Partial Measures and Plots; 8.6 Examples; 9: Indicator Variables; 9.1 Leave-One-Out Method; 9.2 Coeffcient Interpretations; 9.3 Interactions; 9.4 Coded Variables; 9.5 Conjoint Analysis; 9.6 Examples; III: Advanced Regression Diagnostic Methods; 10: Influential Values, Outliers, and More Diagnostic Tests; 10.1 More Residuals and Measures of Influence; 10.2 Masking, Swamping, and Search Methods; 10.3 More Diagnostic Tests; 10.4 Comments on Outliers and Influential Values.

0

8

8

Text of Note

Handbook of Regression Methods concisely covers numerous traditional, contemporary, and nonstandard regression methods. The handbook provides a broad overview of regression models, diagnostic procedures, and inference procedures, with emphasis on how these methods are applied. The organization of the handbook benefits both practitioners and researchers, who seek either to obtain a quick understanding of regression methods for specialized problems or to expand their own breadth of knowledge of regression topics. This handbook covers classic material about simple linear regression and multiple linear regression, including assumptions, effective visualizations, and inference procedures. It presents an overview of advanced diagnostic tests, remedial strategies, and model selection procedures. Finally, many chapters are devoted to a diverse range of topics, including censored regression, nonlinear regression, generalized linear models, and semiparametric regression.--

Title

Handbook of regression methods.

International Standard Book Number

9781498775304

Multivariate analysis.

Regression analysis.

Statistical Computing.

Statistical Theory & Methods.

MATHEMATICS-- Applied.

MATHEMATICS-- Probability & Statistics-- General.

Multivariate Analyse

Multivariate analysis.

Regression analysis.

Regressionsanalyse

MAT-- 003000

MAT-- 029000

Number

Edition

Class number

Book number

Young, Derek S.

Date of Transaction

20200823040402.0

Cataloguing Rules (Descriptive Conventions))

pn

Electronic name

[Book]

Y