A spatial dynamic panel model with random effects applied to commuting times

A space-time filter is set forth for spatial panel data situations that include random effects. We propose a general spatial dynamic specification that encompasses several spatiotemporal models previously used in the panel data literature. We apply the model to the case of highway induced travel demand. The theory of induced travel demand asserts that increased highway capacity will induce growth in traffic for a number of reasons. Our model allows us to quantify the spatial spillover impacts of increased highway capacity at one location in the network on travel times in neighboring locations and in future time periods.

[1]  J. LeSage Introduction to spatial econometrics , 2009 .

[2]  Chansung Kim,et al.  Commuting time stability: A test of a co-location hypothesis , 2008 .

[3]  James P. LeSage,et al.  Changes in commuting to work times over the 1990 to 2000 period , 2009 .

[4]  Mike Rees,et al.  5. Statistics for Spatial Data , 1993 .

[5]  Bradley P. Carlin,et al.  On MCMC sampling in hierarchical longitudinal models , 1999, Stat. Comput..

[6]  Noel A Cressie,et al.  Statistics for Spatial Data. , 1992 .

[7]  Yves Zenou,et al.  Property Tax and Urban Sprawl: Theory and Implications for U.S. Cities , 2005 .

[8]  Gary Koop,et al.  Bayesian Econometric Methods , 2007 .

[9]  P. Pfeifer,et al.  A Three-Stage Iterative Procedure for Space-Time Modeling , 1980 .

[10]  Rodrigo A. Garrido,et al.  Spatial interaction between the truck flows through the Mexico–Texas border , 2000 .

[11]  James G. Scott,et al.  An exploration of aspects of Bayesian multiple testing , 2006 .

[12]  Mogens Fosgerau,et al.  Workers' marginal costs of commuting , 2008 .

[13]  Chad Shirley,et al.  Firm inventory behavior and the returns from highway infrastructure investments , 2004 .

[14]  Badi H. Baltagi,et al.  Testing for Serial Correlation, Spatial Autocorrelation and Random Effects , 2004 .

[15]  Olivier Parent,et al.  Spatial Dynamic Panel Data Models with Random Effects , 2009 .

[16]  R. Noland Relationships between highway capacity and induced vehicle travel , 2001 .

[17]  James P. LeSage,et al.  A Space-Time Filter for Panel Data Models Containing Random Effects , 2009, Comput. Stat. Data Anal..

[18]  K. Small,et al.  Does Britain or the United States Have the Right Gasoline Tax , 2005 .

[19]  Zhenlin Yang,et al.  QML estimation of dynamic panel data models with spatial errors , 2015 .

[20]  Lung-fei Lee,et al.  Quasi-maximum likelihood estimators for spatial dynamic panel data with fixed effects when both n and T are large , 2008 .

[21]  A. Gelfand,et al.  Handbook of spatial statistics , 2010 .