Under the hood Issues in the specification and interpretation of spatial regression models

STATISTICS FOR SPATIAL DATA

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Spatial Econometrics: Methods and Models

1988 • 8,676 citations

Identification of Endogenous Social Effects: The Reflection Problem

1993 • 5,964 citations

Statistics for Spatial Data

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The Spatial Economy: Cities, Regions, and International Trade

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Statistics for Spatial Data.

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Consistent Covariance Matrix Estimation with Spatially Dependent Panel Data

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Ecological Correlations and the Behavior of Individuals

1950 • 4,404 citations

Geostatistics for Natural Resources Evaluation

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Bayesian image restoration, with two applications in spatial statistics

1991 • 3,867 citations

Statistical analysis of spatial point patterns

1986 • 3,162 citations

Spatial statistics

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Geostatistics: Modeling Spatial Uncertainty

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Spatial Processes, Models and Applications

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The Spatial Economy

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The Economy as an Evolving Complex System II

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GMM estimation with cross sectional dependence

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Interpolation of Spatial Data

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Crime and Social Interactions

1996 • 1,813 citations

Untitled

1998 • 1,813 citations

Discrete Choice with Social Interactions

2001 • 1,695 citations

Local Geographic Spillovers between University Research and High Technology Innovations

1997 • 1,630 citations

Social Distance and Social Decisions

1997 • 1,457 citations

A Generalized Moments Estimator for the Autoregressive Parameter in a Spatial Model

1999 • 1,440 citations

Spatial Dependence in linear Regression Models with an Introduction to Spatial Econometrics

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Empirical Bayes Estimates of Age-Standardized Relative Risks for Use in Disease Mapping

1987 • 1,262 citations

Estimation Methods for Models of Spatial Interaction

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Budget spillovers and fiscal policy interdependence

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Handbook of Applied Economic Statistics

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The incidental parameter problem since 1948

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Strategic Interaction Among Governments: An Overview of Empirical Studies

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Geographically Weighted Regression: A Natural Evolution of the Expansion Method for Spatial Data Analysis

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Spatial Externalities, Spatial Multipliers, And Spatial Econometrics

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Spatial Data Analysis by Example

1991 • 945 citations

A Structural Theory of Social Influence

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Maximum likelihood estimation of models for residual covariance in spatial regression

1984 • 812 citations

Nonparametric Estimation of Nonstationary Spatial Covariance Structure

1992 • 733 citations

The fallacy of the ecological fallacy: the potential misuse of a concept and the consequences.

1994 • 733 citations

Assessing cross-sectional correlation in panel data

1995 • 718 citations

Measuring the benefits of air quality improvement: a spatial hedonic approach

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Combining Incompatible Spatial Data

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Ethnicity, Neighborhoods, and Human-Capital Externalities

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Tools for Statistical Inference

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A Solution to the Ecological Inference Problem

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Methods of Regional Analysis.

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On the asymptotic distribution of the Moran I test statistic with applications

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Modeling Economics and Ecology: The Importance of a Spatial Perspective

1996 • 553 citations

A Bayesian Analysis of Kriging

1993 • 551 citations

Spatial Patterns in Household Demand

1991 • 538 citations

Hierarchical Spatio-Temporal Mapping of Disease Rates

1997 • 486 citations

Objective Bayesian Analysis of Spatially Correlated Data

2001 • 476 citations

Certain Effects of Grouping upon the Size of the Correlation Coefficient in Census Tract Material

1934 • 467 citations

STRUCTURAL COVARIATES OF U.S. COUNTY HOMICIDE RATES: INCORPORATING SPATIAL EFFECTS*

2001 • 467 citations

New Directions in Spatial Econometrics

2011 • 456 citations

Statistical Methods in Spatial Epidemiology

2001 • 456 citations

Untitled

1998 • 405 citations

Geographical data modeling

1992 • 404 citations

Testing for Strategic Interaction Among Local Governments: The Case of Growth Controls

1998 • 403 citations

Spatial autocorrelation and neighborhood quality

1992 • 398 citations

Interacting agents, spatial externalities and the evolution of residential land use patterns

2002 • 396 citations

Neighborhood influence and technological change

1992 • 378 citations

Do Roads Cause Deforestation? Using Satellite Images in Econometric Analysis of Land Use

1997 • 371 citations

A Companion to Theoretical Econometrics

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Estimation of Regression Coefficients in the Presence of Spatially Autocorrelated Error Terms

1988 • 365 citations

Contracting in space: An application of spatial statistics to discrete-choice models

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Applying the Generalized-Moments Estimation Approach to Spatial Problems Involving Micro-Level Data

2000 • 358 citations

Ecological Regressions and Behavior of Individuals

1953 • 352 citations

Bayesian Estimation of Spatial Autoregressive Models

1997 • 346 citations

A suggested method of estimation for spatial interdependent models with autocorrelated errors, and an application to a county expenditure model

1993 • 343 citations

Spatial Effects in Econometric Practice in Environmental and Resource Economics

2001 • 329 citations

Bayesian Estimation of Limited Dependent Variable Spatial Autoregressive Models

2000 • 325 citations

Multilevel Modelling of Health Statistics

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Empirical approaches to the problem of aggregation over individuals

2011 • 315 citations

Spatial Data Configuration in Statistical Analysis of Regional Economic and Related Problems

1989 • 303 citations

PROBIT WITH SPATIAL AUTOCORRELATION

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Disease mapping and risk assessment for public health

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On the Central Limit Theorem for Stationary Mixing Random Fields

1982 • 288 citations

Toward Spatially Integrated Social Science

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Linear Models with Spatially Distributed Data

1980 • 274 citations

Spatial Data Analysis by Example: Volume 1: Point Pattern and Quantitative Data

1987 • 264 citations

SPATIAL DEPENDENCE AND SPATIAL STRUCTURAL INSTABILITY IN APPLIED REGRESSION ANALYSIS*

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Dynamic Models in Space and Time

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Cross-Level Inference.

1996 • 259 citations

Testing for Spatial Error Autocorrelation in the Presence of Endogenous Regressors

1997 • 254 citations

Poisson/gamma random field models for spatial statistics

1998 • 250 citations

CONSISTENCY AND EFFICIENCY OF LEAST SQUARES ESTIMATION FOR MIXED REGRESSIVE, SPATIAL AUTOREGRESSIVE MODELS

2002 • 237 citations

A Tale of Two Collectives: Sulphur versus Nitrogen Oxides Emission Reduction in Europe

1997 • 227 citations

Philosophy in Geography

1979 • 224 citations

Specification and estimation of spatial linear regression models

1992 • 212 citations

Fast maximum likelihood estimation of very large spatial autoregressive models: a characteristic polynomial approach

2001 • 207 citations

A Model of Welfare Competition with Evidence from AFDC

2000 • 204 citations

Dynamic Nonlinear Econometric Models

1997 • 199 citations

A Spatial Econometric Approach to the Economics of Site‐Specific Nitrogen Management in Corn Production

2004 • 197 citations

Untitled

1999 • 191 citations

Collecting Spatial Data: Optimum Design of Experiments for Random Fields

1998 • 190 citations

A Generalized Linear Model Approach to Spatial Data Analysis and Prediction

1997 • 189 citations

Maximum likelihood estimation of the GLS model with unknown parameters in the disturbance covariance matrix

1978 • 181 citations

Change of support and the modifiable areal unit problem

1996 • 176 citations

Rao's score test in spatial econometrics

2001 • 174 citations

Multilevel Modelling of the Geographical Distributions of Diseases

1999 • 167 citations

Spatial autocorrelation

1992 • 162 citations

Statistical Mechanics Approaches to Socioeconomic Behavior

2018 • 150 citations

Multiple Regression in Geographical Mortality Studies, with Allowance for Spatially Correlated Errors

1983 • 143 citations

Spatial Poisson Regression for Health and Exposure Data Measured at Disparate Resolutions

2000 • 140 citations

Pigs in Space: Modeling the Spatial Structure of Hog Production in Traditional and Nontraditional Production Regions

2002 • 139 citations

Spatial Effects and Ecological Inference

2002 • 139 citations

Spatial Correlation: A Suggested Alternative to the Autoregressive Model

1995 • 138 citations

Spatial data analysis by example. Vol.1: Point pattern and quantitative data

1985 • 134 citations

A Family of Geographically Weighted Regression Models

2004 • 129 citations

Spillovers, stratification, and inequality

1994 • 123 citations

Spatial Data Analysis by Example—Volume I: Point Pattern and Quantitative Data

1987 • 113 citations

Bayesian estimation of semi-parametric non-stationary spatial covariance structures

2001 • 112 citations

The Expansion Method, Mathematical Modeling, and Spatial Econometrics

1997 • 106 citations

EFFICIENT ALGORITHMS FOR CONSTRUCTING PROPER HIGHER ORDER SPATIAL LAG OPERATORS*

1996 • 103 citations

Bayesian Variogram Modeling for an Isotropic Spatial Process

1997 • 100 citations

A review of multilevel theory for ecologic analyses

2002 • 95 citations

Properties of tests for spatial error components

2003 • 93 citations

A new semiparametric spatial model for panel time series

2001 • 92 citations

Land Price Volatility in a Geographically Dispersed Market

1994 • 90 citations

Spatial dependence through local yardstick competition:

1997 • 86 citations

Monte Carlo evaluation of multivariate normal probabilities

1997 • 80 citations

Spatial Filtering in a Regression Framework: Examples Using Data on Urban Crime, Regional Inequality, and Government Expenditures

2008 • 79 citations

Modelling the spatial impact of the introduction of Compulsory Competitive Tendering

2000 • 79 citations

20 Methods for estimating heterogeneous spatial covariance functions with environmental applications

1994 • 78 citations

Estimation of Spatial Regression Models with Autoregressive Errors by Two-Stage Least Squares Procedures: A Serious Problem

1997 • 71 citations

Multivariate spatial models for event data

2000 • 71 citations

Space: Time Dynamic Design of Environmental Monitoring Networks

1999 • 70 citations

Spatio‐temporal modelling of rates for the construction of disease maps

2002 • 69 citations

Progress in computational methods for representing geographical concepts

1999 • 68 citations

Spatial autoregressive error components in travel flow models

1992 • 63 citations

Precision Farming and Spatial Economic Analysis: Research Challenges and Opportunities

1996 • 58 citations

Spatial Autoregressive Error Components in Travel Flow Models: An Application to Aggregate Mode Choice

1995 • 48 citations

Discrete Choice with Social Interactions I: Theory

1995 • 48 citations

Evaluating and Updating the Sample Design in Repeated Environmental Surveys: Monitoring Air Quality in Padua

1997 • 44 citations

DOUBLE LENGTH ARTIFICIAL REGRESSIONS FOR TESTING SPATIAL DEPENDENCE

2001 • 38 citations

Spatial Interaction between Neighbouring Counties: Cancer Mortality Data in Valencia (Spain)

1995 • 32 citations

Specification and Estimation of Spatial Linear Regression Models: Monte Carlo Evaluation of Pre-Test Estimator

1991 • 19 citations

Structuring Correlation within Hierarchical Spatio-temporal Models for Disease Rates

1997 • 16 citations

The Value of Information For Variable Rate Nitrogen Applications: A Comparison of Soil Test, Topographical, and Remote Sensing Information

2001 • 12 citations

A Unified Approach to Asymptotic Equivalence of Aitken and Feasible Aitken Instrumental Variables Estimators

1994 • 11 citations

Multilevel modelling of area-based health data

1999 • 5 citations