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A Dynamic Model Of Land Use Change With Spatially Explicit Data

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  • De Pinto, Alessandro
  • Nelson, Gerald C.

Abstract

A discrete choice dynamic model was used to predict land use change for an area in Panama. Our results show not only that our modeling technique performs better than static models, but it is also superior to previous attempts to model land use change in a dynamic fashion.

Suggested Citation

  • De Pinto, Alessandro & Nelson, Gerald C., 2004. "A Dynamic Model Of Land Use Change With Spatially Explicit Data," 2004 Annual meeting, August 1-4, Denver, CO 20314, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
  • Handle: RePEc:ags:aaea04:20314
    DOI: 10.22004/ag.econ.20314
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    1. Robert M. Sauer, 1998. "Job Mobility and the Market for Lawyers," Journal of Political Economy, University of Chicago Press, vol. 106(1), pages 147-171, February.
    2. repec:ucp:ecdecc:v:47:y:1999:i:2:p:313-44 is not listed on IDEAS
    3. Rust, John, 1987. "Optimal Replacement of GMC Bus Engines: An Empirical Model of Harold Zurcher," Econometrica, Econometric Society, vol. 55(5), pages 999-1033, September.
    4. Berkovec, James & Stern, Steven, 1991. "Job Exit Behavior of Older Men," Econometrica, Econometric Society, vol. 59(1), pages 189-210, January.
    5. Lubowski, Ruben N. & Plantinga, Andrew J. & Stavins, Robert N., 2006. "Land-use change and carbon sinks: Econometric estimation of the carbon sequestration supply function," Journal of Environmental Economics and Management, Elsevier, vol. 51(2), pages 135-152, March.
    6. Denis Bolduc & Bernard Fortin & Stephen Gordon, 1997. "Multinomial Probit Estimation of Spatially Interdependent Choices: An Empirical Comparison of Two New Techniques," International Regional Science Review, , vol. 20(1-2), pages 77-101, April.
    7. Wolpin, Kenneth I, 1984. "An Estimable Dynamic Stochastic Model of Fertility and Child Mortality," Journal of Political Economy, University of Chicago Press, vol. 92(5), pages 852-874, October.
    8. Avinash K. Dixit & Robert S. Pindyck, 1994. "Investment under Uncertainty," Economics Books, Princeton University Press, edition 1, number 5474.
    9. Victor Aguirregabiria & Pedro Mira, 2002. "Swapping the Nested Fixed Point Algorithm: A Class of Estimators for Discrete Markov Decision Models," Econometrica, Econometric Society, vol. 70(4), pages 1519-1543, July.
    10. Pinkse, Joris & Slade, Margaret E., 1998. "Contracting in space: An application of spatial statistics to discrete-choice models," Journal of Econometrics, Elsevier, vol. 85(1), pages 125-154, July.
    11. repec:umd:umdeco:prucha2 is not listed on IDEAS
    12. Sanghamitra Das, 1992. "A Micro-Econometric Model of Capital Utilization and Retirement: The Case of the U.S. Cement Industry," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 59(2), pages 277-297.
    13. V. Joseph Hotz & Robert A. Miller, 1993. "Conditional Choice Probabilities and the Estimation of Dynamic Models," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 60(3), pages 497-529.
    14. Keane, Michael P & Wolpin, Kenneth I, 1994. "The Solution and Estimation of Discrete Choice Dynamic Programming Models by Simulation and Interpolation: Monte Carlo Evidence," The Review of Economics and Statistics, MIT Press, vol. 76(4), pages 648-672, November.
    15. Victor Aguirregabiria & Cesar Alonso-Borrego, 2014. "Labor Contracts And Flexibility: Evidence From A Labor Market Reform In Spain," Economic Inquiry, Western Economic Association International, vol. 52(2), pages 930-957, April.
    16. Gerald C. Nelson & Daniel Hellerstein, 1997. "Do Roads Cause Deforestation? Using Satellite Images in Econometric Analysis of Land Use," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 79(1), pages 80-88.
    17. John Rust, 1997. "Using Randomization to Break the Curse of Dimensionality," Econometrica, Econometric Society, vol. 65(3), pages 487-516, May.
    18. Angelsen, Arild & Kaimowitz, David, 1999. "Rethinking the Causes of Deforestation: Lessons from Economic Models," The World Bank Research Observer, World Bank, vol. 14(1), pages 73-98, February.
    19. Munroe, Darla K. & Southworth, Jane & Tucker, Catherine M., 2002. "The dynamics of land-cover change in western Honduras: exploring spatial and temporal complexity," Agricultural Economics, Blackwell, vol. 27(3), pages 355-369, November.
    20. Vance, Colin & Geoghegan, Jacqueline, 2002. "Temporal and spatial modelling of tropical deforestation: a survival analysis linking satellite and household survey data," Agricultural Economics, Blackwell, vol. 27(3), pages 317-332, November.
    21. Pakes, Ariel S, 1986. "Patents as Options: Some Estimates of the Value of Holding European Patent Stocks," Econometrica, Econometric Society, vol. 54(4), pages 755-784, July.
    22. Sánchez Mangas, Rocío, 2002. "Pseudo-maximum likelihood estimation of a dynamic structural investment model," DES - Working Papers. Statistics and Econometrics. WS ws026218, Universidad Carlos III de Madrid. Departamento de Estadística.
    23. Schatzki, Todd, 2003. "Options, uncertainty and sunk costs:: an empirical analysis of land use change," Journal of Environmental Economics and Management, Elsevier, vol. 46(1), pages 86-105, July.
    24. Munroe, Darla K. & Southworth, Jane & Tucker, Catherine M., 2001. "The Dynamics Of Land-Cover Change In Western Honduras: Spatial Autocorrelation And Temporal Variation," 2001 Annual meeting, August 5-8, Chicago, IL 20759, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
    25. Zvi Eckstein & Kenneth I. Wolpin, 1989. "The Specification and Estimation of Dynamic Stochastic Discrete Choice Models: A Survey," Journal of Human Resources, University of Wisconsin Press, vol. 24(4), pages 562-598.
    26. Gerald C. Nelson & GVirginia Harris & Steven W. Stone, 2001. "Deforestation, Land Use, and Property Rights: Empirical Evidence from Darién, Panama," Land Economics, University of Wisconsin Press, vol. 77(2), pages 187-205.
    27. Chomitz, Kenneth M. & Gray, David A., 1995. "Roads, lands, markets, and deforestation : a spatial model of land use in Belize," Policy Research Working Paper Series 1444, The World Bank.
    28. von Amsberg, Joachim & DEC, 1994. "Economic parameters of deforestation," Policy Research Working Paper Series 1350, The World Bank.
    29. Andrew J. Plantinga, 1996. "The Effect of Agricultural Policies on Land Use and Environmental Quality," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 78(4), pages 1082-1091.
    30. Richard Bellman, 1957. "On a Dynamic Programming Approach to the Caterer Problem--I," Management Science, INFORMS, vol. 3(3), pages 270-278, April.
    31. Gerald Nelson & Alessandro De Pinto & Virginia Harris & Steven Stone, 2004. "Land Use and Road Improvements: A Spatial Perspective," International Regional Science Review, , vol. 27(3), pages 297-325, July.
    32. Daniel McFadden & Kenneth Train, 2000. "Mixed MNL models for discrete response," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 15(5), pages 447-470.
    33. Kenneth Train, 2003. "Discrete Choice Methods with Simulation," Online economics textbooks, SUNY-Oswego, Department of Economics, number emetr2.
    34. Mertens, Benoit & Sunderlin, William D. & Ndoye, Ousseynou & Lambin, Eric F., 2000. "Impact of Macroeconomic Change on Deforestation in South Cameroon: Integration of Household Survey and Remotely-Sensed Data," World Development, Elsevier, vol. 28(6), pages 983-999, June.
    35. Klaus Deininger & Bart Minten, 2002. "Determinants of Deforestation and the Economics of Protection: An Application to Mexico," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 84(4), pages 943-960.
    36. Stavins, Robert N & Jaffe, Adam B, 1990. "Unintended Impacts of Public Investments on Private Decisions: The Depletion of Forested Wetlands," American Economic Review, American Economic Association, vol. 80(3), pages 337-352, June.
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    Cited by:

    1. Alessandro De Pinto & Gerald C. Nelson, 2007. "Modelling Deforestation and Land‐Use Change: Sparse Data Environments," Journal of Agricultural Economics, Wiley Blackwell, vol. 58(3), pages 502-516, September.

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