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Spatial Econometrics

Spatial Econometrics Book
Author : Harry Kelejian,Gianfranco Piras
Publisher : Academic Press
Release : 2017-07-20
ISBN : 0128133929
Language : En, Es, Fr & De

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Book Description :

Spatial Econometrics provides a modern, powerful and flexible skillset to early career researchers interested in entering this rapidly expanding discipline. It articulates the principles and current practice of modern spatial econometrics and spatial statistics, combining rigorous depth of presentation with unusual depth of coverage. Introducing and formalizing the principles of, and ‘need’ for, models which define spatial interactions, the book provides a comprehensive framework for almost every major facet of modern science. Subjects covered at length include spatial regression models, weighting matrices, estimation procedures and the complications associated with their use. The work particularly focuses on models of uncertainty and estimation under various complications relating to model specifications, data problems, tests of hypotheses, along with systems and panel data extensions which are covered in exhaustive detail. Extensions discussing pre-test procedures and Bayesian methodologies are provided at length. Throughout, direct applications of spatial models are described in detail, with copious illustrative empirical examples demonstrating how readers might implement spatial analysis in research projects. Designed as a textbook and reference companion, every chapter concludes with a set of questions for formal or self--study. Finally, the book includes extensive supplementing information in a large sample theory in the R programming language that supports early career econometricians interested in the implementation of statistical procedures covered. Combines advanced theoretical foundations with cutting-edge computational developments in R Builds from solid foundations, to more sophisticated extensions that are intended to jumpstart research careers in spatial econometrics Written by two of the most accomplished and extensively published econometricians working in the discipline Describes fundamental principles intuitively, but without sacrificing rigor Provides empirical illustrations for many spatial methods across diverse field Emphasizes a modern treatment of the field using the generalized method of moments (GMM) approach Explores sophisticated modern research methodologies, including pre-test procedures and Bayesian data analysis

Introduction to Spatial Econometrics

Introduction to Spatial Econometrics Book
Author : James LeSage,Robert Kelley Pace
Publisher : CRC Press
Release : 2009-01-20
ISBN : 9781420064254
Language : En, Es, Fr & De

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Book Description :

Although interest in spatial regression models has surged in recent years, a comprehensive, up-to-date text on these approaches does not exist. Filling this void, Introduction to Spatial Econometrics presents a variety of regression methods used to analyze spatial data samples that violate the traditional assumption of independence between observations. It explores a wide range of alternative topics, including maximum likelihood and Bayesian estimation, various types of spatial regression specifications, and applied modeling situations involving different circumstances. Leaders in this field, the authors clarify the often-mystifying phenomenon of simultaneous spatial dependence. By presenting new methods, they help with the interpretation of spatial regression models, especially ones that include spatial lags of the dependent variable. The authors also examine the relationship between spatiotemporal processes and long-run equilibrium states that are characterized by simultaneous spatial dependence. MATLAB® toolboxes useful for spatial econometric estimation are available on the authors’ websites. This work covers spatial econometric modeling as well as numerous applied illustrations of the methods. It encompasses many recent advances in spatial econometric models—including some previously unpublished results.

Spatial Econometrics

Spatial Econometrics Book
Author : J Paul Elhorst
Publisher : Springer
Release : 2013-10-11
ISBN : 9783642403392
Language : En, Es, Fr & De

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Book Description :

​This book provides an overview of three generations of spatial econometric models: models based on cross-sectional data, static models based on spatial panels and dynamic spatial panel data models. The book not only presents different model specifications and their corresponding estimators, but also critically discusses the purposes for which these models can be used and how their results should be interpreted.

Spatial Econometrics Methods and Models

Spatial Econometrics  Methods and Models Book
Author : L. Anselin
Publisher : Springer Science & Business Media
Release : 2013-03-09
ISBN : 9401577994
Language : En, Es, Fr & De

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Book Description :

Spatial econometrics deals with spatial dependence and spatial heterogeneity, critical aspects of the data used by regional scientists. These characteristics may cause standard econometric techniques to become inappropriate. In this book, I combine several recent research results to construct a comprehensive approach to the incorporation of spatial effects in econometrics. My primary focus is to demonstrate how these spatial effects can be considered as special cases of general frameworks in standard econometrics, and to outline how they necessitate a separate set of methods and techniques, encompassed within the field of spatial econometrics. My viewpoint differs from that taken in the discussion of spatial autocorrelation in spatial statistics - e.g., most recently by Cliff and Ord (1981) and Upton and Fingleton (1985) - in that I am mostly concerned with the relevance of spatial effects on model specification, estimation and other inference, in what I caIl a model-driven approach, as opposed to a data-driven approach in spatial statistics. I attempt to combine a rigorous econometric perspective with a comprehensive treatment of methodological issues in spatial analysis.

A Primer for Spatial Econometrics

A Primer for Spatial Econometrics Book
Author : G. Arbia
Publisher : Springer
Release : 2014-06-30
ISBN : 1137317949
Language : En, Es, Fr & De

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Book Description :

This book aims at meeting the growing demand in the field by introducing the basic spatial econometrics methodologies to a wide variety of researchers. It provides a practical guide that illustrates the potential of spatial econometric modelling, discusses problems and solutions and interprets empirical results.

Spatial Econometrics

Spatial Econometrics Book
Author : Giuseppe Arbia,Badi H. Baltagi
Publisher : Springer Science & Business Media
Release : 2008-11-14
ISBN : 3790820709
Language : En, Es, Fr & De

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Book Description :

Spatial Econometrics is a rapidly evolving field born from the joint efforts of economists, statisticians, econometricians and regional scientists. The book provides the reader with a broad view of the topic by including both methodological and application papers. Indeed the application papers relate to a number of diverse scientific fields ranging from hedonic models of house pricing to demography, from health care to regional economics, from the analysis of R&D spillovers to the study of retail market spatial characteristics. Particular emphasis is given to regional economic applications of spatial econometrics methods with a number of contributions specifically focused on the spatial concentration of economic activities and agglomeration, regional paths of economic growth, regional convergence of income and productivity and the evolution of regional employment. Most of the papers appearing in this book were solicited from the International Workshop on Spatial Econometrics and Statistics held in Rome (Italy) in 2006.

Modern Spatial Econometrics in Practice

Modern Spatial Econometrics in Practice Book
Author : Luc Anselin,Sergio Joseph Rey
Publisher : Geoda Press LLC
Release : 2014-12-27
ISBN : 9780986342103
Language : En, Es, Fr & De

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Book Description :

This book is the definitive user's guide to the spatial regression functionality in the software packages GeoDa and GeoDaSpace, as well as the spreg module in the PySAL library --all developed at the GeoDa Center for Geospatial Analysis and Computation. The book provides the techniques to test for and estimate spatial effects in linear regression models, addressing both spatial dependence (spatial autoregressive models) as well as spatial heterogeneity (spatial regimes models). The book also serves as an introduction and a practical guide to spatial econometrics in that it covers the methodological principles and formal results that underlie the various estimation methods, test procedures and model characteristics computed by the software. While the classical maximum likelihood estimation is included, the book's coverage emphasizes modern techniques based on the principle of generalized method of moments (GMM).

Advances in Spatial Econometrics

Advances in Spatial Econometrics Book
Author : Luc Anselin,Raymond Florax,Sergio J. Rey
Publisher : Springer Science & Business Media
Release : 2013-03-09
ISBN : 3662056178
Language : En, Es, Fr & De

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Book Description :

World-renowned experts in spatial statistics and spatial econometrics present the latest advances in specification and estimation of spatial econometric models. This includes information on the development of tools and software, and various applications. The text introduces new tests and estimators for spatial regression models, including discrete choice and simultaneous equation models. The performance of techniques is demonstrated through simulation results and a wide array of applications related to economic growth, international trade, knowledge externalities, population-employment dynamics, urban crime, land use, and environmental issues. An exciting new text for academics with a theoretical interest in spatial statistics and econometrics, and for practitioners looking for modern and up-to-date techniques.

Spatial Econometrics using Microdata

Spatial Econometrics using Microdata Book
Author : Jean Dubé,Diègo Legros
Publisher : John Wiley & Sons
Release : 2014-09-25
ISBN : 111900876X
Language : En, Es, Fr & De

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Book Description :

This book provides an introduction to spatial analyses concerning disaggregated (or micro) spatial data. Particular emphasis is put on spatial data compilation and the structuring of the connections between the observations. Descriptive analysis methods of spatial data are presented in order to identify and measure the spatial, global and local dependency. The authors then focus on autoregressive spatial models, to control the problem of spatial dependency between the residues of a basic linear statistical model, thereby contravening one of the basic hypotheses of the ordinary least squares approach. This book is a popularized reference for students looking to work with spatialized data, but who do not have the advanced statistical theoretical basics.

New Directions in Spatial Econometrics

New Directions in Spatial Econometrics Book
Author : Luc Anselin,Raymond Florax
Publisher : Springer Science & Business Media
Release : 2012-12-06
ISBN : 3642798772
Language : En, Es, Fr & De

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Book Description :

The promising new directions for research and applications described here include alternative model specifications, estimators and tests for regression models and new perspectives on dealing with spatial effects in models with limited dependent variables and space-time data.

Stochastic Processes for Spatial Econometrics

Stochastic Processes for Spatial Econometrics Book
Author : Mateu Mahiques Jorge,Albert Ortiz Jos Miguel,Comas Rodrguez Carles
Publisher : Netbiblo
Release : 2010
ISBN : 849745412X
Language : En, Es, Fr & De

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Book Description :

This monograph presents a general methodology which is shown to be valid in the analysis of spatial point structures and that is certainly easier to use by non-expert researchers coming from other applied sciences than other much modern techniques. We suggest that the local conditioning approach has the advantage that it is statistically efficient, easy to correct for edge-effects and provides similar results than other (more complicated) likelihood-based methods. We show a mathematical justification to prove that any purely inhibitory pairwise interaction point process (pipp) can be obtained as the limit of a sequence of auto-Poisson lattice schemes and within this context we develop the pseudolikelihood estimating equations. We particularly focus on developing a Monte Carlo simulation study to analyze the behaviour of the parameter s of a particular pipp model derived using this technique. We also stress that this methodology has a wide range of applications in many fields, particularly in economy and demography.

Spatial Econometrics

Spatial Econometrics Book
Author : Giuseppe Arbia
Publisher : Unknown
Release : 2016-08-31
ISBN : 9781680831726
Language : En, Es, Fr & De

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Book Description :

Spatial econometrics can be defined in a narrow and in a broader sense. In a narrow sense it refers to methods and techniques for the analysis of regression models using data observed within discrete portions of space such as countries or regions. In a broader sense it is inclusive of the models and theoretical instruments of spatial statistics and spatial data analysis to analyze various economic effects such as externalities, interactions, spatial concentration and many others. Indeed, the reference methodology for spatial econometrics lies on the advances in spatial statistics where it is customary to distinguish between different typologies of data that can be encountered in empirical cases and that require different modelling strategies. A first distinction is between continuous spatial data and data observed on a discrete space. Continuous spatial data are very common in many scientific disciplines (such as physics and environmental sciences), but are still not currently considered in the spatial econometrics literature. Discrete spatial data can take the form of points, lines and polygons. Point data refer to the position of the single economic agent observed at an individual level. Lines in space take the form of interactions between two spatial locations such as flows of goods, individuals and information. Finally data observed within polygons can take the form of predefined irregular portions of space, usually administrative partitions such as countries, regions or counties within one country.

Spatial Econometrics

Spatial Econometrics Book
Author : Giuseppe Arbia
Publisher : Springer Science & Business Media
Release : 2006-06-08
ISBN : 3540323058
Language : En, Es, Fr & De

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Book Description :

This book bridges the gap between economic theory and spatial econometric techniques. It is accessible to those with only a basic statistical background and no prior knowledge of spatial econometric methods. It provides a comprehensive treatment of the topic, motivating the reader with examples and analysis. The volume provides a rigorous treatment of the basic spatial linear model, and it discusses the violations of the classical regression assumptions that occur when dealing with spatial data.

Spatial Microeconometrics

Spatial Microeconometrics Book
Author : Giuseppe Arbia,Giuseppe Espa,Diego Giuliani
Publisher : Routledge
Release : 2021-03-26
ISBN : 1317563476
Language : En, Es, Fr & De

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Book Description :

Spatial Microeconometrics introduces the reader to the basic concepts of spatial statistics, spatial econometrics and the spatial behavior of economic agents at the microeconomic level. Incorporating useful examples and presenting real data and datasets on real firms, the book takes the reader through the key topics in a systematic way. The book outlines the specificities of data that represent a set of interacting individuals with respect to traditional econometrics that treat their locational choices as exogenous and their economic behavior as independent. In particular, the authors address the consequences of neglecting such important sources of information on statistical inference and how to improve the model predictive performances. The book presents the theory, clarifies the concepts and instructs the readers on how to perform their own analyses, describing in detail the codes which are necessary when using the statistical language R. The book is written by leading figures in the field and is completely up to date with the very latest research. It will be invaluable for graduate students and researchers in economic geography, regional science, spatial econometrics, spatial statistics and urban economics.

Non standard Spatial Statistics and Spatial Econometrics

Non standard Spatial Statistics and Spatial Econometrics Book
Author : Daniel A. Griffith,Jean H. Paul Paelinck
Publisher : Springer Science & Business Media
Release : 2011-01-11
ISBN : 9783642160431
Language : En, Es, Fr & De

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Book Description :

Despite spatial statistics and spatial econometrics both being recent sprouts of the general tree "spatial analysis with measurement"—some may remember the debate after WWII about "theory without measurement" versus "measurement without theory"—several general themes have emerged in the pertaining literature. But exploring selected other fields of possible interest is tantalizing, and this is what the authors intend to report here, hoping that they will suscitate interest in the methodologies exposed and possible further applications of these methodologies. The authors hope that reactions about their publication will ensue, and they would be grateful to reader(s) motivated by some of the research efforts exposed hereafter letting them know about these experiences.

Spatial Econometrics

Spatial Econometrics Book
Author : Jean H. P. Paelinck,Leo H. Klaassen,J. P. Ancot,A. C. P. Verster,Sj Wagenaar
Publisher : Unknown
Release : 1979
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

Download Spatial Econometrics book written by Jean H. P. Paelinck,Leo H. Klaassen,J. P. Ancot,A. C. P. Verster,Sj Wagenaar, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Spatial Econometrics

Spatial Econometrics Book
Author : Badi H. Baltagi,James P. LeSage,R. Kelley Pace
Publisher : Emerald Group Publishing
Release : 2016-12-08
ISBN : 1785609858
Language : En, Es, Fr & De

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Book Description :

Advances in Econometrics 37 highlights key research in econometrics in a user friendly way for economists who are not econometricians.

Estimation Methods for Spatial Autoregressive Structures

Estimation Methods for Spatial Autoregressive Structures Book
Author : Luc Anselin
Publisher : Unknown
Release : 1980
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

Download Estimation Methods for Spatial Autoregressive Structures book written by Luc Anselin, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

The Econometric Analysis of Non Stationary Spatial Panel Data

The Econometric Analysis of Non Stationary Spatial Panel Data Book
Author : Michael Beenstock,Daniel Felsenstein
Publisher : Springer
Release : 2019-04-08
ISBN : 9783030036133
Language : En, Es, Fr & De

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Book Description :

This monograph deals with spatially dependent nonstationary time series in a way accessible to both time series econometricians wanting to understand spatial econometics, and spatial econometricians lacking a grounding in time series analysis. After charting key concepts in both time series and spatial econometrics, the book discusses how the spatial connectivity matrix can be estimated using spatial panel data instead of assuming it to be exogenously fixed. This is followed by a discussion of spatial nonstationarity in spatial cross-section data, and a full exposition of non-stationarity in both single and multi-equation contexts, including the estimation and simulation of spatial vector autoregression (VAR) models and spatial error correction (ECM) models. The book reviews the literature on panel unit root tests and panel cointegration tests for spatially independent data, and for data that are strongly spatially dependent. It provides for the first time critical values for panel unit root tests and panel cointegration tests when the spatial panel data are weakly or spatially dependent. The volume concludes with a discussion of incorporating strong and weak spatial dependence in non-stationary panel data models. All discussions are accompanied by empirical testing based on a spatial panel data of house prices in Israel.

Spatial Econometrics

Spatial Econometrics Book
Author : Jean H. P. Paelinck,Leo Hendrik Klaassen,J. P. Ancot,A. C. P. Verster
Publisher : Unknown
Release : 1979
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

General principles; Specification and identification; Estimation; Hypothesis testing and spatial autocorrelation; Some empirical results; Outlook.