Spatial regression models for the social sciences. (2019)

• Record Type: Book
• Further Information: Note: Guangqing Chi, The Pennsylvania State University, USA, Jun Zhu, University of Wisconsin-Madison, USA.
• Authors: Chi, Guangqing; (Professor of statistics), Zhu, Jun
• Contents: Preface; Chapter 1: Introduction; Learning Objectives; Spatial Thinking in the Social Sciences; Spatial Effects; Data Example of Population Change; Structure of the Book; Study Questions; Chapter 2: Exploratory Spatial Data Analysis; Learning Objectives; Exploratory Data Analysis; Neighborhood Structure and Spatial Weight Matrix; Spatial Autocorrelation, Dependence, and Heterogeneity; Exploratory Spatial Data Analysis; Study Questions; Chapter 3: Models Dealing with Spatial Dependence; Learning Objectives; Standard Linear Regression and Diagnostics for Spatial Dependence; Spatial Lag Models; Spatial Error Models; Study Questions; Chapter 4: Advanced Models Dealing with Spatial Dependence; Learning Objectives; Spatial Error Models with Spatially Lagged Responses; Spatial Cross-Regressive Models; Multilevel Linear Regression; Study Questions; Chapter 5: Models Dealing with Spatial Heterogeneity; Learning Objectives; Aspatial Regression Methods; Spatial Regime Models; Geographically Weighted Regression; Study Questions; Chapter 6: Models Dealing with Both Spatial Dependence and Spatial Heterogeneity Learning Objectives; Learning Objectives; Spatial Regime Lag Models; Spatial Regime Error Models; Spatial Regime Error and Lag Models; Model Fitting; Data Example of Population Change; Chapter 7: Advanced Spatial Regression Models; Learning Objectives; Spatio-Temporal Regression Models; Spatial Regression Forecasting Models; Geographically Weighted Regression for Forecasting; Study Questions; Chapter 8: Practical Considerations for Spatial Data Analysis; Learning Objectives; Data Example of Poverty in R; General Procedure for Spatial Social Data Analysis; References; Appendix A: Spatial Data Sources; Appendix B: Results Using Forty Spatial Weight Matrices; Index;
• Publisher Details: Thousand Oaks : SAGE Publications, Inc
• Publication Date: 2019
• Extent: 1 online resource (272 pages)
• Subjects: 519.5/3; Spatial analysis (Statistics); Social sciences -- Statistical methods
• Languages: English
• ISBNs: 9781544302089; 1544302088
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.