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Spatial Econometrics using Microdata

Spatial Econometrics using Microdata
Author: Jean Dubé
Publisher: John Wiley & Sons
Total Pages: 240
Release: 2014-09-25
Genre: Computers
ISBN: 111900876X

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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.


A Primer for Spatial Econometrics

A Primer for Spatial Econometrics
Author: G. Arbia
Publisher: Springer
Total Pages: 161
Release: 2014-06-30
Genre: Business & Economics
ISBN: 1137317949

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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.


Introduction to Spatial Econometrics

Introduction to Spatial Econometrics
Author: James LeSage
Publisher: CRC Press
Total Pages: 362
Release: 2009-01-20
Genre: Business & Economics
ISBN: 1420064258

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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 observat


Spatial Econometrics: Methods and Models

Spatial Econometrics: Methods and Models
Author: L. Anselin
Publisher: Springer Science & Business Media
Total Pages: 295
Release: 2013-03-09
Genre: Business & Economics
ISBN: 9401577994

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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.


Spatial Econometrics

Spatial Econometrics
Author: J. Paul Elhorst
Publisher: Springer Science & Business Media
Total Pages: 125
Release: 2013-09-30
Genre: Business & Economics
ISBN: 3642403409

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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

Spatial Econometrics
Author: Giuseppe Arbia
Publisher:
Total Pages: 136
Release: 2016-08-31
Genre: Business & Economics
ISBN: 9781680831726

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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.


Applied Spatial Statistics and Econometrics

Applied Spatial Statistics and Econometrics
Author: Katarzyna Kopczewska
Publisher: Routledge
Total Pages: 725
Release: 2020-11-25
Genre: Business & Economics
ISBN: 1000079783

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This textbook is a comprehensive introduction to applied spatial data analysis using R. Each chapter walks the reader through a different method, explaining how to interpret the results and what conclusions can be drawn. The author team showcases key topics, including unsupervised learning, causal inference, spatial weight matrices, spatial econometrics, heterogeneity and bootstrapping. It is accompanied by a suite of data and R code on Github to help readers practise techniques via replication and exercises. This text will be a valuable resource for advanced students of econometrics, spatial planning and regional science. It will also be suitable for researchers and data scientists working with spatial data.


Spatial Analysis Using Big Data

Spatial Analysis Using Big Data
Author: Yoshiki Yamagata
Publisher: Academic Press
Total Pages: 302
Release: 2019-11-03
Genre: Business & Economics
ISBN: 0128131322

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Spatial Analysis Using Big Data: Methods and Urban Applications helps readers understand the most powerful, state-of-the-art spatial econometric methods, focusing particularly on urban research problems. The methods represent a cluster of potentially transformational socio-economic modeling tools that allow researchers to capture real-time and high-resolution information to potentially reveal new socioeconomic dynamics within urban populations. Each method, written by leading exponents of the discipline, uses real-time urban big data to solve research problems in spatial science. Urban applications of these methods are provided in unsurpassed depth, with chapters on surface temperature mapping, view value analysis, community clustering and spatial-social networks, among many others. Reviews some of the most powerful and challenging modern methods to study big data problems in spatial science Provides computer codes written in R, MATLAB and Python to help implement methods Applies these methods to common problems observed in urban and regional economics


New Directions in Spatial Econometrics

New Directions in Spatial Econometrics
Author: Luc Anselin
Publisher: Springer Science & Business Media
Total Pages: 432
Release: 2012-12-06
Genre: Business & Economics
ISBN: 3642798772

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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.


Spatial Econometrics

Spatial Econometrics
Author: Giuseppe Arbia
Publisher: Springer Science & Business Media
Total Pages: 283
Release: 2008-11-14
Genre: Business & Economics
ISBN: 3790820709

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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.