Exponential or Power Distance-Decay for Commuting? An Alternative Specification

In this paper we investigate the functional form of distance decay for commuting flows between municipalities in Denmark. Our inference is based on a single equation that includes variables to capture the effect of spatial structure. Special attention is given to a proper estimation method: we estimate the distance-decay parameters by nonlinear weighted least-squares with balancing factors. It appears that neither an exponential nor a power distance-decay function fits the data well. Using a spline regression we find a cost elasticity of – 4 for distances around 20 km and a much smaller value for shorter and longer distances. It appears that the logarithm of distance decay can be described adequately as a (downward) logistic function of log cost.

[1]  Peter Nijkamp,et al.  Alonso's Theory of Movements: Developments in Spatial Interaction Modeling , 2001, J. Geogr. Syst..

[2]  Peter J. Taylor,et al.  Distance decay models in spatial interactions , 1975 .

[3]  A S Fotheringham,et al.  A New Set of Spatial-Interaction Models: The Theory of Competing Destinations † , 1983 .

[4]  Tony E. Smith,et al.  Gravity Models of Spatial Interaction Behavior , 1995 .

[5]  Inge Thorsen,et al.  A Network Approach to Commuting , 1999 .

[6]  G. Mulligan,et al.  Functional Form and Spatial Interaction Models , 1998 .

[7]  Jacques Poot,et al.  A SYSTEM APPROACH TO MODELLING THE INTER‐URBAN EXCHANGE OF WORKERS IN NEW ZEALAND* , 1986 .

[8]  A. Fotheringham Spatial Flows and Spatial Patterns , 1984 .

[9]  A S Fotheringham,et al.  Intermetropolitan Migration and Hierarchical Destination Choice: A Disaggregate Analysis from the US Public Use Microdata Samples , 1999 .

[10]  Morton E. O'Kelly,et al.  Spatial Interaction Models:Formulations and Applications , 1988 .

[11]  Ashish Sen,et al.  SELECTED PROCEDURES FOR CALIBRATING THE GENERALIZED GRAVITY MODEL , 1981 .

[12]  J. Q. Stewart AN INVERSE DISTANCE VARIATION FOR CERTAIN SOCIAL INFLUENCES. , 1941, Science.

[13]  J. Bikker,et al.  A Regional Supply and Demand Model for Inpatient Hospital Care , 1992 .

[14]  J-M Choukroun A general framework for the development of gravity-type trip distribution models , 1975 .

[15]  J. Ledent Calibrating Alonso's General Theory of Movement: the Case of Inter-Provincial Migration Flows in Canada , 1980 .

[16]  Alan Wilson,et al.  A Family of Spatial Interaction Models, and Associated Developments , 1971 .

[17]  Peter Nijkamp,et al.  Living in Two Worlds: A Review of Home-to-Work Decisions , 2004 .

[18]  Henry Charles Carey,et al.  Principles of social science , 1888 .

[19]  B. Johansson,et al.  Time distances and labor market integration , 2002 .

[20]  Jacob A. Bikker,et al.  An International Trade Flow Model with Substitution: An Extension of the Gravity Model , 2007 .

[21]  R. Hamerslag Spatial Development, Developments in Traffic and Transportation, and Changes in the Transportation System , 1980 .

[22]  D. Boyce,et al.  Spatial interaction, transportation, and interregional commodity flow models , 1987 .

[23]  L. Mazurkiewicz A Spatial Interaction Model with the Distance Decay Function Based on a Random Variable Distribution , 1982 .

[24]  J. Stoer,et al.  Introduction to Numerical Analysis , 2002 .

[25]  M Batty,et al.  Spatial Aggregation in Gravity Models. 1. An Information-Theoretic Framework , 1982, Environment & planning A.

[26]  C. Jensen-butler,et al.  Theoretical and operational issues in sub-regional economic modelling, illustrated through the development and application of the LINE model , 2004 .

[27]  Jurgen A. Doornik,et al.  Ox: an Object-oriented Matrix Programming Language , 1996 .

[28]  Niles Hansen,et al.  Human settlement systems: International perspectives on structure, change and public policy , 1978 .

[29]  Michael Tiefelsdorf,et al.  Misspecifications in interaction model distance decay relations: A spatial structure effect , 2003, J. Geogr. Syst..

[30]  P. Nijkamp,et al.  Estimation of Alonso's Theory of Movements by Means of Instrumental Variables , 2002 .

[31]  J. Willigers Impact of high-speed railway accessibility on the location choices of office establishments , 2002 .

[32]  Börje Johansson,et al.  Commuters’ non-linear response to time distances , 2003, J. Geogr. Syst..

[33]  Jan R Ritsema van Eck,et al.  Evaluation of Accessibility Impacts of Land-Use Scenarios: The Implications of Job Competition, Land-Use, and Infrastructure Developments for the Netherlands , 2003 .

[34]  Peter Nijkamp,et al.  Interaction, evolution, and chaos in space , 1992 .

[35]  D. Cox,et al.  An Analysis of Transformations , 1964 .

[36]  F. Cesario The Interpretation and Calculation of Gravity Model Zone-to-Zone Adjustment Factors , 1974 .