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Regression analysis [[electronic resource] ] : statistical modeling of a response variable
Regression analysis [[electronic resource] ] : statistical modeling of a response variable
Autore Freund Rudolf J (Rudolf Jakob), <1927-2014.>
Edizione [2nd ed. /]
Pubbl/distr/stampa Burlington, MA, : Elsevier Academic Press, c2006
Descrizione fisica 1 online resource (481 p.)
Disciplina 519.5/36
Altri autori (Persone) WilsonWilliam J. <1940->
SaPing
Soggetto topico Regression analysis
Linear models (Statistics)
Soggetto genere / forma Electronic books.
ISBN 1-282-54017-3
9786612540172
0-08-052297-1
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Nota di contenuto Front Cover; Regression Analysis: Statistical Modeling of a Response Variable; Copyright Page; Contents; Preface; An Overview; Part I: The Basics; Chapter 1. The Analysis of Means: A Review of Basics and an Introduction to Linear Models; 1.1 Introduction; 1.2 Sampling Distributions; 1.3 Inferences on a Single Population Mean; 1.4 Inferences on Two Means Using Independent Samples; 1.5 Inferences on Several Means; 1.6 Summary; 1.7 Chapter Exercises; Chapter 2. Simple Linear Regression: Linear Regression with one Independent Variable; 2.1 Introduction; 2.2 The Linear Regression Model
2.3 Inferences on the Parameters ß0 and ß12.4 Inferences on the Response Variable; 2.5 Correlation and the Coefficient of Determination; 2.6 Regression through the Origin; 2.7 Assumptions on the Simple Linear Regression Model; 2.8 Uses and Misuses of Regression; 2.9 Inverse Predictions; 2.10 Summary; 2.11 Chapter Exercises; Chapter 3. Multiple Linear Regression; 3.1 Introduction; 3.2 The Multiple Linear Regression Model; 3.3 Estimation of Coefficients; 3.4 Interpreting the Partial Regression Coefficients; 3.5 Inferences on the Parameters
3.6 Testing a General Linear Hypothesis (Optional Topic)3.7 Inferences on the Response Variable in Multiple Regression; 3.8 Correlation and the Coefficient of Determination; 3.9 Getting Results; 3.10 Summary and a Look Ahead; 3.11 Chapter Exercises; Part II: Problems and Remedies; Chapter 4. Problems with Observations; 4.1 Introduction; 4.2 Outliers and Influential Observations; 4.3 Unequal Variances; 4.4 Robust Estimation; 4.5 Correlated Errors; 4.6 Summary; 4.7 Chapter Exercises; Chapter 5. Multicollinearity; 5.1 Introduction; 5.2 The Effects of Multicollinearity
5.3 Diagnosing Multicollinearity 5.4 Remedial Methods; 5.5 Summary; 5.6 Chapter Exercises; Chapter 6. Problems with the Model; 6.1 Introduction; 6.2 Specification Error; 6.3 Lack of Fit Test; 6.4 Overspecification: Too Many Variables; 6.5 Variable Selection Procedures; 6.6 Reliability of Variable Selection; 6.7 Usefulness of Variable Selection; 6.8 Variable Selection and Influential Observations; 6.9 Summary; 6.10 Chapter Exercises; Part III: Additional Uses of Regression; Chapter 7. Curve Fitting; 7.1 Introduction; 7.2 Polynomial Models with One Independent Variable
7.3 Segmented Polynomials with Known Knots 7.4 Polynomial Regression in Several Variables; Response Surfaces; 7.5 Curve Fitting without a Model; 7.6 Summary; 7.7 Chapter Exercises; Chapter 8. Introduction to Nonlinear Models; 8.1 Introduction; 8.2 Intrinsically Linear Models; 8.3 Intrinsically Nonlinear Models; 8.4 Summary; 8.5 Chapter Exercises; Chapter 9. Indicator Variables; 9.1 Introduction; 9.2 The Dummy Variable Model; 9.3 Unequal Cell Frequencies; 9.4 Empty Cells; 9.5 Models with Dummy and Continuous Variables; 9.6 A Special Application: The Analysis of Covariance
9.7 Heterogeneous Slopes in the Analysis of Covariance
Record Nr. UNINA-9910454122403321
Freund Rudolf J (Rudolf Jakob), <1927-2014.>  
Burlington, MA, : Elsevier Academic Press, c2006
Materiale a stampa
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui
Regression analysis : statistical modeling of a response variable
Regression analysis : statistical modeling of a response variable
Autore Freund Rudolf J (Rudolf Jakob), <1927-2014.>
Edizione [2nd ed. /]
Pubbl/distr/stampa Burlington, MA, : Elsevier Academic Press, c2006
Descrizione fisica 1 online resource (481 p.)
Disciplina 519.5/36
Altri autori (Persone) WilsonWilliam J. <1940->
SaPing
Soggetto topico Regression analysis
Linear models (Statistics)
ISBN 1-282-54017-3
9786612540172
0-08-052297-1
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Nota di contenuto Front Cover; Regression Analysis: Statistical Modeling of a Response Variable; Copyright Page; Contents; Preface; An Overview; Part I: The Basics; Chapter 1. The Analysis of Means: A Review of Basics and an Introduction to Linear Models; 1.1 Introduction; 1.2 Sampling Distributions; 1.3 Inferences on a Single Population Mean; 1.4 Inferences on Two Means Using Independent Samples; 1.5 Inferences on Several Means; 1.6 Summary; 1.7 Chapter Exercises; Chapter 2. Simple Linear Regression: Linear Regression with one Independent Variable; 2.1 Introduction; 2.2 The Linear Regression Model
2.3 Inferences on the Parameters ß0 and ß12.4 Inferences on the Response Variable; 2.5 Correlation and the Coefficient of Determination; 2.6 Regression through the Origin; 2.7 Assumptions on the Simple Linear Regression Model; 2.8 Uses and Misuses of Regression; 2.9 Inverse Predictions; 2.10 Summary; 2.11 Chapter Exercises; Chapter 3. Multiple Linear Regression; 3.1 Introduction; 3.2 The Multiple Linear Regression Model; 3.3 Estimation of Coefficients; 3.4 Interpreting the Partial Regression Coefficients; 3.5 Inferences on the Parameters
3.6 Testing a General Linear Hypothesis (Optional Topic)3.7 Inferences on the Response Variable in Multiple Regression; 3.8 Correlation and the Coefficient of Determination; 3.9 Getting Results; 3.10 Summary and a Look Ahead; 3.11 Chapter Exercises; Part II: Problems and Remedies; Chapter 4. Problems with Observations; 4.1 Introduction; 4.2 Outliers and Influential Observations; 4.3 Unequal Variances; 4.4 Robust Estimation; 4.5 Correlated Errors; 4.6 Summary; 4.7 Chapter Exercises; Chapter 5. Multicollinearity; 5.1 Introduction; 5.2 The Effects of Multicollinearity
5.3 Diagnosing Multicollinearity 5.4 Remedial Methods; 5.5 Summary; 5.6 Chapter Exercises; Chapter 6. Problems with the Model; 6.1 Introduction; 6.2 Specification Error; 6.3 Lack of Fit Test; 6.4 Overspecification: Too Many Variables; 6.5 Variable Selection Procedures; 6.6 Reliability of Variable Selection; 6.7 Usefulness of Variable Selection; 6.8 Variable Selection and Influential Observations; 6.9 Summary; 6.10 Chapter Exercises; Part III: Additional Uses of Regression; Chapter 7. Curve Fitting; 7.1 Introduction; 7.2 Polynomial Models with One Independent Variable
7.3 Segmented Polynomials with Known Knots 7.4 Polynomial Regression in Several Variables; Response Surfaces; 7.5 Curve Fitting without a Model; 7.6 Summary; 7.7 Chapter Exercises; Chapter 8. Introduction to Nonlinear Models; 8.1 Introduction; 8.2 Intrinsically Linear Models; 8.3 Intrinsically Nonlinear Models; 8.4 Summary; 8.5 Chapter Exercises; Chapter 9. Indicator Variables; 9.1 Introduction; 9.2 The Dummy Variable Model; 9.3 Unequal Cell Frequencies; 9.4 Empty Cells; 9.5 Models with Dummy and Continuous Variables; 9.6 A Special Application: The Analysis of Covariance
9.7 Heterogeneous Slopes in the Analysis of Covariance
Record Nr. UNINA-9910782663303321
Freund Rudolf J (Rudolf Jakob), <1927-2014.>  
Burlington, MA, : Elsevier Academic Press, c2006
Materiale a stampa
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui
Regression analysis : statistical modeling of a response variable
Regression analysis : statistical modeling of a response variable
Autore Freund Rudolf J (Rudolf Jakob), <1927-2014.>
Edizione [2nd ed. /]
Pubbl/distr/stampa Burlington, MA, : Elsevier Academic Press, c2006
Descrizione fisica 1 online resource (481 p.)
Disciplina 519.5/36
Altri autori (Persone) WilsonWilliam J. <1940->
SaPing
Soggetto topico Regression analysis
Linear models (Statistics)
ISBN 1-282-54017-3
9786612540172
0-08-052297-1
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Nota di contenuto Front Cover; Regression Analysis: Statistical Modeling of a Response Variable; Copyright Page; Contents; Preface; An Overview; Part I: The Basics; Chapter 1. The Analysis of Means: A Review of Basics and an Introduction to Linear Models; 1.1 Introduction; 1.2 Sampling Distributions; 1.3 Inferences on a Single Population Mean; 1.4 Inferences on Two Means Using Independent Samples; 1.5 Inferences on Several Means; 1.6 Summary; 1.7 Chapter Exercises; Chapter 2. Simple Linear Regression: Linear Regression with one Independent Variable; 2.1 Introduction; 2.2 The Linear Regression Model
2.3 Inferences on the Parameters ß0 and ß12.4 Inferences on the Response Variable; 2.5 Correlation and the Coefficient of Determination; 2.6 Regression through the Origin; 2.7 Assumptions on the Simple Linear Regression Model; 2.8 Uses and Misuses of Regression; 2.9 Inverse Predictions; 2.10 Summary; 2.11 Chapter Exercises; Chapter 3. Multiple Linear Regression; 3.1 Introduction; 3.2 The Multiple Linear Regression Model; 3.3 Estimation of Coefficients; 3.4 Interpreting the Partial Regression Coefficients; 3.5 Inferences on the Parameters
3.6 Testing a General Linear Hypothesis (Optional Topic)3.7 Inferences on the Response Variable in Multiple Regression; 3.8 Correlation and the Coefficient of Determination; 3.9 Getting Results; 3.10 Summary and a Look Ahead; 3.11 Chapter Exercises; Part II: Problems and Remedies; Chapter 4. Problems with Observations; 4.1 Introduction; 4.2 Outliers and Influential Observations; 4.3 Unequal Variances; 4.4 Robust Estimation; 4.5 Correlated Errors; 4.6 Summary; 4.7 Chapter Exercises; Chapter 5. Multicollinearity; 5.1 Introduction; 5.2 The Effects of Multicollinearity
5.3 Diagnosing Multicollinearity 5.4 Remedial Methods; 5.5 Summary; 5.6 Chapter Exercises; Chapter 6. Problems with the Model; 6.1 Introduction; 6.2 Specification Error; 6.3 Lack of Fit Test; 6.4 Overspecification: Too Many Variables; 6.5 Variable Selection Procedures; 6.6 Reliability of Variable Selection; 6.7 Usefulness of Variable Selection; 6.8 Variable Selection and Influential Observations; 6.9 Summary; 6.10 Chapter Exercises; Part III: Additional Uses of Regression; Chapter 7. Curve Fitting; 7.1 Introduction; 7.2 Polynomial Models with One Independent Variable
7.3 Segmented Polynomials with Known Knots 7.4 Polynomial Regression in Several Variables; Response Surfaces; 7.5 Curve Fitting without a Model; 7.6 Summary; 7.7 Chapter Exercises; Chapter 8. Introduction to Nonlinear Models; 8.1 Introduction; 8.2 Intrinsically Linear Models; 8.3 Intrinsically Nonlinear Models; 8.4 Summary; 8.5 Chapter Exercises; Chapter 9. Indicator Variables; 9.1 Introduction; 9.2 The Dummy Variable Model; 9.3 Unequal Cell Frequencies; 9.4 Empty Cells; 9.5 Models with Dummy and Continuous Variables; 9.6 A Special Application: The Analysis of Covariance
9.7 Heterogeneous Slopes in the Analysis of Covariance
Record Nr. UNINA-9910816095903321
Freund Rudolf J (Rudolf Jakob), <1927-2014.>  
Burlington, MA, : Elsevier Academic Press, c2006
Materiale a stampa
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui