A review of urban residential choice models using agent-based modeling

Environ. Plann. B Plann. Des.

Volumn 41, Issue 4, 2014, Pages 661-689

  Huang, Qingxu ^a,b   Parker, Dawn C ^b   Filatova, Tatiana ^c   Sun, Shipeng ^d  

^a BEIJING NORMAL UNIVERSITY   (China)

^b UNIVERSITY OF WATERLOO   (Canada)

^c UNIVERSITY OF TWENTE   (Netherlands)

^d UNIVERSITY OF MINNESOTA   (United States)

Author keywords

Agent heterogeneity; Agent based modeling; Land market; Microsimulation; Output evaluation; Residential choice; Segregation model

Indexed keywords

HETEROGENEITY; LAND MARKET; LAND USE CHANGE; NUMERICAL MODEL; URBAN AREA; URBANIZATION;

EID: 84906229600     PISSN: 02658135     EISSN: 14723417     Source Type: Journal    
DOI: 10.1068/b120043p     Document Type: Article

References (161)

1. Alonso W, 1964 Location and Land Use: Toward a General Theory of Land Rent(Harvard University Press, Cambridge, MA)
2. An L, 2012, "Modeling human decisions in coupled human and natural systems: review of agent-based models" Ecological Modelling 229 25-36
3. Anas A, 1990, "Taste heterogeneity and urban spatial structure: the logit model and monocentric theory reconciled" Journal of Urban Economics 28 318-335
4. Anas A, Arnott R, Small K A, 1998, "Urban spatial structure" Journal of Economic Literature 36 1426-1464
5. Arthur W B, 1999, "Complexity and the economy" Science 284107-109
6. Arthur W B, 2005, "Out-of-equilibrium economics and agent-based modeling", in Handbook of Computational Economics, Volume 2: Agent-based Computational EconomicsEds K Judd, L Tesfatsion (Elsevier, North-Holland)
7. Augustijn-Beckers E-W, Flacke J, Retsios B, 2011, "Simulating informal settlement growth in Dar es Salaam, Tanzania: an agent-based housing model" Computers, Environment and Urban Systems 3593-103
8. Axelrod R, 1997 The Complexity of Cooperation: Agent-based Models of Competition and Collaboration(Princeton University Press, Princeton, NJ)
9. Axtell R, 2000, "Why agents? On the varied motivations for agent computing in the social sciences", WP 17, Center on Social and Economic Dynamics, Brookings Institution; http://www.brookings.edu/research/reports/2000/11/technology-axtell
10. Axtell R, 2003, "The new coevolution of information science and social science: from software agents to artificial societies and back or how more computing became different computing", Brookings Institution, http://www2.econ.iaste.edu/tesfatsi/compsoc.axtell.pdf
11. Barros J, 2003, "Simulating urban dynamics in Latin American cities", University of Southampton, http://www.geocomputation.org/2003/papers/Barros_Paper.pdf
12. Barros J, 2012, "Exploring urban dynamics in Latin American cities using an agent-based simulation approach", in Agent-based Models of Geographical SystemsEds A J Heppenstall, A T Crooks, L M See, M Batty (Springer, Dordrecht) pp 571-589
13. Batty M, Crooks A T, See L M, Heppenstall A J, 2012, "Perspectives on agent-based models and geographical systems", in Agent-based Models of Geographical SystemsEds A J Heppenstall, A T Crooks, L M See, M Batty (Springer, Dordrecht) pp 1-15
14. Benenson I, 1998, "Multi-agent simulations of residential dynamics in the city" Computers, Environment and Urban Systems 2225-42
15. Benenson I, 1999, "Modeling population dynamics in the city: from a regional to a multi-agent approach" Discrete Dynamics in Nature and Society 3149-170
16. Benenson I, Hatna E, 2011, "Minority-majority relations in the Schelling model of residential dynamics" Geographical Analysis 43287-305
17. Benenson I, Torrens P M, 2004a Geosimulation: Automata-based Modeling of Urban Phenomena (John Wiley, Chichester, Sussex)
18. Benenson I, Torrens P M, 2004b, "Geosimulation: object-based modeling of urban phenomena" Computers, Environment and Urban Systems 281-8
19. Benenson I, Omer I, Hatna E, 2002, "Entity-based modeling of urban residential dynamics: the case of Yaffo, Tel Aviv" Environment and Planning B: Planning and Design 29491-512
20. Benenson I, Aronovich S, Noam S, 2005, "Let's talk objects: generic methodology for urban high-resolution simulation" Computers, Environment and Urban Systems 29425-453
21. Birkin M, Wu B, 2012, "A review of microsimulation and hybrid agent-based approaches", in Agent-based Models of Geographical SystemsEds A J Heppenstall, A T Crooks, L M See, M Batty (Springer Netherlands) pp 51-68
22. Bonabeau E, 2002, "Agent-based modeling: methods and techniques for simulating human systems" Proceedings of the National Academy of Sciences of the United States of America 997280-7287
23. Bousquet F, Le Page C, 2004, "Multi-agent simulations and ecosystem management: a review" Ecological Modelling 176313-332
24. Brown D G, Robinson D T, 2006, "Effects of heterogeneity in residential preferences on an agent-based model of urban sprawl " Ecology and Society 1146-67
25. Brown D G, Page S E, Riolo R, Rand W, 2004, "Agent-based and analytical modeling to evaluate the effectiveness of greenbelts" Environmental Modelling and Software 191097-1109
26. Brown D G, Page S, Riolo R, Zellner M, Rand W, 2005, "Path dependence and the validation of agent-based spatial models of land use" International Journal of Geographic Information Systems 19 153-174
27. Brown D G, Robinson D T, An L, Nassauer J I, Zellner M, Rand W, Riolo R, Page S E, Low B, Wang Z, 2008, "Exurbia from the bottom-up: confronting empirical challenges to characterizing a complex system" Geoforum 39805-818
28. Bruch E E, Mare R D, 2006, "Neighborhood choice and neighborhood change" American Journal of Sociology 112667-709
29. Bruch Elizabeth E, Mare Robert D, 2009, "Preferences and pathways to segregation: reply to Van de Rijt, Siegel, and Macy" American Journal of Sociology 1141181-1198
30. Caruso G, Rounsevell M, Cojocaru G, 2005, "Exploring a spatio-dynamic neighbourhood-based model of residential behaviour in the Brussels periurban area" International Journal of Geographical Information Science 19103-123
31. Caruso G, Peeters D, Cavailhès J, Rounsevell M, 2007, "Spatial configurations in a periurban city. A cellular automata-based microeconomic model" Regional Science and Urban Economics 37542-567
32. Caruso G, Peeters D, Cavailhès J, Rounsevell M, 2009, "Space-time patterns of urban sprawl, a 1D cellular automata and microeconomic approach" Environment and Planning B: Planning and Design 36968-988
33. Cavailhès J, Frankhauser P, Peeters D, Thomas I, 2004, "Where Alonso meets Sierpinski: an urban economic model of a fractal metropolitan area" Environment and Planning A 361471-1498
34. Chen Y, Irwin E G, Jayaprakash C, 2011, "An agent-based model of exurban land development", in Agricultural and Applied Economics Association: 2011 Annual MeetingPittsburgh, PA, http://www.ageconsearch.umn.edu/handle/101591
35. Chingcuanco F, Miller E J, 2012, "A microsimulation model of urban energy use: Modelling residential space heating demand in ILUTE" Computers, Environment and Urban Systems 36186-194
36. Chorley R J, Haggett P, 1967 Models in geography(Methuen, London)
37. Clark W A V, 1986, "Residential segregation in American cities: a review and interpretation" Population Research and Policy Review 595-127
38. Clark W A V, Fossett M, 2008, "Understanding the social context of the Schelling segregation model" Proceedings of the National Academy of Sciences 1054109-4114
39. Clarke M, Holm E, 1987, "Microsimulation methods in spatial analysis and planning" Geografiska Annaler. Series B, Human Geography 69145-164
40. Crooks A T, 2006, "Exploring cities using agent-based models and GIS", WP 109, University College London, London, http://www.discovery.ucl.ac.uk/3341
41. Crooks A T, 2008, "Constructing and implementing an agent-based model of residential segregation through vector GIS", WP 133, University College, London, http://www.discovery.ucl.ac/uk/15185
42. Crooks A T, 2010, "Constructing and implementing an agent-based model of residential segregation through vector GIS" International Journal of Geographical Information Science 24661-675
43. Crooks A, Castle C, Batty M, 2008, "Key challenges in agent-based modelling for geo-spatial simulation" Computers, Environment and Urban Systems 32417-430
44. Diappi L, Bolchi P, 2008, "Smith's rent gap theory and local real estate dynamics: a multi-agent model" Computers, Environment and Urban Systems 326-18
45. Ellis M, Holloway S R, Wright R, Fowler C S, 2011, "Agents of change: mixed-race households and the dynamics of neighborhood segregation in the United States" Annals of the Association of American Geographers 102549-570
46. Epple D, Platt G J, 1998, "Equilibrium and local redistribution in an urban economy when households differ in both preferences and incomes" Journal of Urban Economics 4323-51
47. Epstein J M, 1999, "Agent-based computational models and generative social science" Complexity 4 41-60
48. Ettema D, 2011, "A multi-agent model of urban processes: modelling relocation processes and price setting in housing markets" Computers, Environment and Urban Systems 351-11
49. Ettema D, de Jong K, Timmermans H, Bakema A, 2007, "PUMA: multi-agent modelling of urban systems", in Modelling Land-use Change: Progress and ApplicationsEds E Koomen, J Stillwell, A Bakema, H Scholten (Springer, Dordrecht) pp 236-258
50. Evans A, 2012, "Uncertainty and error", in Agent-based Models of Geographical Systems Eds A J Heppenstall, A T Crooks, L M See, M Batty (Springer, Dordrecht) pp 309-346
51. Farmer J D, Foley D, 2009, "The economy needs agent-based modelling" Nature 460685-686
52. Farooq B, Miller E J, 2012, "Towards integrated land use and transportation: a dynamic disequilibrium based microsimulation framework for built space markets" Transportation Research Part A: Policy and Practice 461030-1053
53. Feitosa F F, Le Q B, Vlek P L G, 2011, "Multi-agent simulator for urban segregation (MASUS): a tool to explore alternatives for promoting inclusive cities" Computers, Environment and Urban Systems 35104-115
54. Fernandez L E, Brown D G, Marans R W, Nassauer J I, 2005, "Characterizing location preferences in an exurban population: implications for agent-based modeling" Environment and Planning B: Planning and Design 32799-820
55. Filatova T, Parker D, van der Veen A, 2009a, "Agent-based urban land markets: agent's pricing behavior, land prices and urban land use change" Journal of Artificial Societies and Social Simulation 123
56. Filatova T, van der Veen A, Parker D C, 2009b, "Land market interactions between heterogeneous agents in a heterogeneous landscape-tracing the macro-scale effects of individual tradeoffs between environmental amenities and disamenities" Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie 57431-457
57. Filatova T, Parker D C, van der Veen A, 2011a, "The implications of skewed risk perception for a Dutch coastal land market: insights from an agent-based computational economics model" Agricultural and Resource Economics Review 40405-423
58. Filatova T, Voinov A, van der Veen A, 2011b, "Land market mechanisms for preservation of space for coastal ecosystems: an agent-based analysis" Environmental Modelling and Software 26179-190
59. Fontaine C, Rounsevell M, 2009, "An agent-based approach to model future residential pressure on a regional landscape" Landscape Ecology 241237-1254
60. Fossett M, 2006a, "Ethnic preferences, social distance dynamics, and residential segregation: theoretical explorations using simulation analysis" The Journal of Mathematical Sociology 30 185-273
61. Fossett M, 2006b, "Including preference and social distance dynamics in multi-factor theories of segregation" The Journal of Mathematical Sociology 30289-298
62. Fossett M, Dietrich D R, 2009, "Effects of city size, shape, and form, and neighborhood size and shape in agent-based models of residential segregation: are Schelling-style preference effects robust?" Environment and Planning B: Planning and Design 36149-169
63. Fossett M, Waren W, 2005, "Overlooked implications of ethnic preferences for residential segregation in agent-based models" Urban Studies 421893-1917
64. Fujita M, Ogawa H, 1982, "Multiple equilibria and structural transition of non-monocentric urban configurations" Regional Science and Urban Economics 12161-196
65. Fujita M, Thisse J-F, 2002 Economics of Agglomeration: Cities, Industrial Location and Regional Growth(Cambridge University Press, Cambridge)
66. Galster G, 1988, "Residential segregation in American cities: a contrary review" Population Research and Policy Review 793-112
67. Gilbert N, Hawksworth J C, Swinney P A, 2009, "An agent-based model of the English housing market", in AAAI Spring Symposium: Technosocial Predictive Analytics USApp 30-35, http://www.aeai.org/Symposium/Spring/ss09-09.php
68. Grimm V, Railsback S F, 2005, "Chapter 1. Introduction", in Individual-based Modeling and EcologyEds V Grimm, S F Railsback (Princeton University Press, Princeton, NJ)
69. Grimm V, Railsback S F, 2012, "Designing, formulating, and communicating agent-based models", in Agent-based Models of Geographical SystemsEds A J Heppenstall, A T Crooks, L M See, M Batty (Springer, Dordrecht) pp 361-377
70. Haase D, Schwarz N, 2009, "Simulation models on human-nature interactions in urban landscapes: a review including spatial economics, system dynamics, celular automata, and agent-based approaches" Living Reviews in Landscape Research 3 article 2
71. Haase D, Lautenbach S, Seppelt R, 2010, "Modeling and simulating residential mobility in a shrinking city using an agent-based approach" Environmental Modelling and Software 251225-1240
72. Harris B, 1985, "Urban simuation models in regional science" Journal of Regional Science 25545-567
73. Hatna E, Benenson I, 2012, "The Schelling model of ethnic residential dynamics: beyond the integrated-segregated dichotomy of patterns" Journal of Artificial Societies and Social Simulation 156
74. Hatzopoulou M, Hao J, Miller E, 2011, "Simulating the impacts of household travel on greenhouse gas emissions, urban air quality, and population exposure" Transportation 38871-887
75. Heckbert S, Smajgl A, 2005, "Analysing urban development patterns using agent based modelling: AusUrbia project report", CSIRO Sustainable Ecosystems, http://www.mssanz.org.au/modsim05/papers/heckbert_1.pdf
76. Herold M, Couclelis H, Clarke K C, 2005, "The role of spatial metrics in the analysis and modeling of urban land use change" Computers, Environment and Urban Systems 29369-399
77. Hommes C, 2005, "Heterogeneous agent models in economics and finance", in Handbook of Computational Economics volume 2, number 2, Eds L Tesfatsion, K Judd (Elsever, Amsterdam) chapter 23
78. Huang Q, Parker D, Sun S, Filatova T, 2013, "Effects of agent heterogeneity in the presence of a land-market: a systematic test in an agent-based laboratory" Computers, Environment and Urban Systems 41188-203
79. Huttman E, Saltman J, Blauw W, 1991 Urban Housing Segregation of Minorities in Western Europe and the United States(Duke University Press, Durham, NC)
80. International Microsimulation Association, 2012, "What is microsimulation?", http://www.microsimulation.org/IMA/What%20is%20microsimulation.htm
81. Irwin E G, 2010, "New directions for urban economic models of land use change: incorporating spatial dynamics and heterogeneity" Journal of Regional Science 5065-91
82. Irwin E G, Bockstael N E, 2002, "Interacting agents, spatial externalities and the evolution of residential land use patterns" Journal of Economic Geography 231-54
83. Irwin E G, Geoghegan J, 2001, "Theory, data, methods: developing spatially explicit economic models of land use change" Agriculture, Ecosystems and Environment 857-24
84. Jackson J, Forest B, Sengupta R, 2008, "Agent-based simulation of urban residential dynamics and land rent change in a gentrifying area of Boston" Transactions in GIS 12475-491
85. Jayaprakash C, Warren K, Irwin E, Chen K, 2009, "The interaction of segregation and suburbanization in an agent-based model of residential location" Environment and Planning B: Planning and Design 36989-1007
86. Jjumba A, Dragićević S, 2011, "High resolution urban land-use change modeling: Agent iCity approach" Applied Spatial Analysis and Policy 5291-315
87. Johnston R, Poulsen M, Forrest J, 2007, "The geography of ethnic residential segregation: a comparative study of five countries" Annals of the Association of American Geographers 97713-738
88. Jordan R, Birkin M, Evans A, 2011, "Agent-based simulation modelling of housing choice and urban regeneration policy", in Multi-agent-based Simulation XIEds T Bosse, A Geller, C Jonker (Springer-Verlag, Berlin) pp 152-166
89. Jordan R, Birkin M, Evans A, 2012, "Agent-based modelling of residential mobility, housing choice and regeneration", in Agent-based Models of Geographical SystemsEds A J Heppenstall, A T Crooks, L M See, M Batty (Springer, Dordrecht) pp 511-524
90. Kennedy W G, 2012, "Modelling human behaviour in agent-based models", in Agent-based Models of Geographical SystemsEds A J Heppenstall, A T Crooks, L M See, M Batty (Springer, Dordrecht) pp 167-179
91. Kii M, Doi K, 2005, "Multiagent land-use and transport model for the policy evaluation of a compact city" Environment and Planning B: Planning and Design 32485-504
92. Laurie A J, Jaggi N K, 2003, "Role of 'vision' in neighbourhood racial segregation: a variant of the Schelling segregation model" Urban Studies 402687-2704
93. Li X, Liu X, 2007, "Defining agents' behaviors to simulate complex residential development using multicriteria evaluation" Journal of Environmental Management 851063-1075
94. Li X, Liu X, 2008, "Embedding sustainable development strategies in agent-based models for use as a planning tool" International Journal of Geographical Information Science 2221-45
95. Ligmann-Zielinska A, 2009, "The impact of risk-taking attitudes on a land use pattern: an agent-based model of residential development" Journal of Land Use Science 4215-232
96. Ligmann-Zielinska A, Jankowski P, 2007, "Agent-based models as laboratories for spatially explicit planning policies" Environment and Planning B: Planning and Design 34316-335
97. Ligmann-Zielinska A, Jankowski P, 2010, "Exploring normative scenarios of land use development decisions with an agent-based simulation laboratory" Computers, Environment and Urban Systems 34409-423
98. Ligmann-Zielinska A, Sun L, 2010, "Applying time dependent variance-based global sensitivity analysis to represent the dynamics of an agent-based model of land use change" International Journal of Geographical Information Science 241829-1850
99. Ligtenberg A, Bregt A K, van Lammeren R, 2001, "Multi-actor-based land use modelling: spatial planning using agents" Landscape and Urban Planning 5621-33
100. Ligtenberg A, Wachowicz M, Bregt A K, Beulens A, Kettenis D L, 2004, "A design and application of a multi-agent system for simulation of multi-actor spatial planning" Journal of Environmental Management 7243-55
101. Loibl W, Toetzer T, 2003, "Modeling growth and densification processes in suburban regions-simulation of landscape transition with spatial agents" Environmental Modelling and Software 18553-563
102. Loibl W, Tötzer T, Köstl M, Steinnocher K, 2007, "Simulation of polycentric urban growth dynamics through agents: model concept, application, results and validation", in Modelling Land-use Change: Progress and ApplicationsEds E Koomen, J Stillwell, A Bakema, H Scholten (Springer, Dordrecht) pp 219-235
103. Macy M W, Willer R, 2002, "From factors to actors: computational sociology and agent-based modeling" Annual Review of Sociology 28143-166
104. Magliocca N, Safirova E, McConnell V, Walls M, 2011, "An economic agent-based model of coupled housing and land markets (CHALMS)" Computers Environment and Urban Systems 35 183-191
105. Mahdavi B, O'Sullivan D, Davis P, 2007, "An agent-based microsimulation framework for investigating residential segregation using census data", in MODSIM07 International Congress on Modelling and SimulationEds L Oxley, D Kulasiri (Modelling and Simulation Society of Australia and New Zealand, Christchurch) pp 365-371
106. Manson S M, Sun S, Bonsal D, 2012, "Agent-based modeling and complexity", in Agent-based Models of Geographical SystemsEds A J Heppenstall, A T Crooks, L M See, M Batty (Springer, Dordrecht) pp 125-139
107. Matthews R, Gilbert N, Roach A, Polhill J, Gotts N, 2007, "Agent-based land-use models: a review of applications" Landscape Ecology 221447-1459
108. Miller E, Douglas Hunt J, Abraham J E, Salvini P A, 2008, "Microsimulating urban systems" Computers, Environment and Urban Systems 289-44
109. Miller E, Farooq B, Chingcuanco F, Wang D, 2011, "Historical validation of integrated transport-land use model system" Transportation Research Record: Journal of the Transportation Research Boardnumber 2255, 91-99
110. Mills E S, 1972 Studies in the Structure of the Urban Economy(Johns Hopkins University Press, Baltimore, MD)
111. Monticino M, Acevedo M, Callicott B, Cogdill T, Lindquist C, 2007, "Coupled human and natural systems: a multi-agent-based approach" Environmental Modelling and Software 22656-663
112. Munroe D K, 2007, "Exploring the determinants of spatial pattern in residential land markets: amenities and disamenities in Charlotte, NC, USA" Environment and Planning B: Planning and Design 34336-354
113. Muth R F, 1969 Cities and Housing: The Spacial Pattern of Urban Residential Land Use(The University of Chicago Press, Chicago, IL)
114. Ngo T A, See L, 2012, "Calibration and validation of agent-based models of land cover change", in Agent-based Models of Geographical SystemsEds A J Heppenstall, A T Crooks, L M See, M Batty (Springer, Dordrecht) pp 181-197
115. Nolan J, Parker D, Van Kooten G C, Berger T, 2009, "An overview of computational modeling in agricultural and resource economics" Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie 57417-429
116. Ogawa H, Fujita M, 1980, "Equilibrium land use patterns in a non-monocentric city" Journal of Regional Science 20455-475
117. Omer I, 2005, "How ethnicity influences residential distributions: an agent-based simulation" Environment and Planning B: Planning and Design 32657-672
118. Orcutt G H, 1957, "A new type of socio-economic system" The Review of Economics and Statistics 39116-123
119. O'Sullivan D, 2002, "Toward micro-scale spatial modeling of gentrification" Journal of Geographical Systems 4251-274
120. O'Sullivan D, MacGill J, Yu C, 2003, "Agent-based residential segregation: a hierarchically structured spatial model", in Proceedings of Agent 2003 Conference on Challenges in Social Simulation(The University of Chicago, Chicago, IL) pp 493-507
121. O'Sullivan D, Millington J, Perry G, Wainwright J, 2012, "Agent-based models-because they're worth it?", in Agent-based Models of Geographical SystemsEds A J Heppenstall, A T Crooks, L M See, M Batty (Springer, Dordrecht) pp 109-123
122. Otter H S, van der Veen A, de Vriend H J, 2001, "ABLOoM: location behaviour, spatial patterns, and agent-based modelling" Journal of Artificial Societies and Social Simulation 4(4) 2
123. Parker D C, Filatova T, 2008, "A conceptual design for a bilateral agent-based land market with heterogeneous economic agents" Computers, Environment and Urban Systems 32454-463
124. Parker D C, Meretsky V, 2004, "Measuring pattern outcomes in an agent-based model of edge-effect externalities using spatial metrics" Agriculture, Ecosystems and Environment 101233-250
125. Parker D C, Berger T, Manson S M (Eds), 2002, "Agent-based models of land-use and land-cover change", in LUCC Report Series No. 6LUCC Focus 1 Office Anthropological Center for Training and Research on Global Environmental Change, Indiana University, Irvine, CA
126. Parker D C, Manson S M, Janssen M A, Hoffmann M J, Deadman P, 2003, "Multi-agent systems for the simulation of land-use and land-cover change: A review" Annals of the Association of American Geographers 93314-337
127. Parker D C, Brown D G, Filatova T, Riolo R, Robinson D T, Sun S, 2012a, "Do land markets matter? A modeling ontology and experimental design to test the effects of land markets for an agentbased model of ex-urban residential land-use change", in Agent-based Models of Geographical SystemsEds A J Heppenstall, A T Crooks, L M See, M Batty (Springer, Dordrecht) pp 525-542
128. Parker D, Sun S, Filatova T, Magliocca N, Huang Q, Brown D G, Riolo R, 2012b, "The implications of alternative developer decision-making strategies on land-use and land-cover in an agent-based land market model", in 2012 International Congress on Environmental Modelling and Software, Managing Resources of a Limited Planet, 6th Biennial MeetingEds R Seppelt, A A Voinov, S Lange, D Bankamp, International Environmental Modelling and Software Society (iEMSs), Leipzig, Germany, http://www.doc.utwente.nl/8103/1/H2_0610_Parker_et_al.pdf
129. Polhill J G, Parker D C, Gotts N M, 2007, "Effects of land markets on competition between innovators and imitators in land use: results from FEARLUS-ELMM", in Social Simulation: Technologies, Advances and New DiscoveriesEds B Edmonds, K G Troitzsch, C H Iglesias (IGI Global, Hershey, PA) pp 81-97
130. Pritchard D, Miller E, 2012, "Advances in population synthesis: fitting many attributes per agent and fitting to household and person margins simultaneously" Transportation 39685-704
131. Rand W, Zellner M, Page S E, Riolo R, Brown D G, Fernandez L E, 2002, "The complex interaction of agents and environments: an example in urban sprawl. ", in Proceedings, Agent 2002: Social Agents: Ecology, Exchange, and EvolutionEds C Macal, D Sallach, University of Chicago and Argonne National Lab, Chicago
132. Robinson D T, Brown D G, 2009, "Evaluating the effects of land-use development policies on ex-urban forest cover: an integrated agent-based GIS approach" International Journal of Geographical Information Science 231211-1232
133. Robinson D T, Filatova T, Sun S, Riolo R L, Brown D G, Parker D C, Hutchins M, Currie W S, Nassauer J I, 2010, "Integrating land markets, land management, and ecosystem function in a model of land change", in 2010 International Congress on Environmental Modelling and SoftwareEds D A Swayne, A Voinov, W Yang, T Filatova (International Environmental Modelling and Software Society (iEMSs), Ottawa) S.07.11, http://www.iemss.org/iemss2010/proceedings.html
134. Robinson D T, Murray-Rust D, Rieser V, Milicic V, Rounsevell M, 2012, "Modelling the impacts of land system dynamics on human well-being: using an agent-based approach to cope with data limitations in Koper, Slovenia" Computers, Environment and Urban Systems 36164-176
135. Robinson D T, Sun S, Hutchins M, Riolo R L, Brown D G, Parker D C, Filatova T, Currie W S, Kiger S, 2013, "Effects of land markets and land management on ecosystem function: a framework for modelling exurban land-change" Environmental Modelling and Software 45129-140
136. Salvini P, Miller E J, 2005, "ILUTE: an operational prototype of a comprehensive microsimulation model of urban systems" Networks and Spatial Economics 5217-234
137. Sasaki Y, Box P, 2003, "Agent-based verification of von Thünen's location theory" Journal of Artificial Societies and Social Simulation 6(2)
138. Schelling T C, 1971, "Dynamic models of segregation" Journal of Mathematical Sociology 143-186
139. Smajgl A, Brown D G, Valbuena D, Huigen M G A, 2011, "Empirical characterisation of agent behaviours in socio-ecological systems" Environmental Modelling and Software 26837-844
140. Tao H, Li X, Chen X, 2009, "Simulation for evolvement of residential spatial patterns in real scene based on multi-agent" Acta Geographica Sinica 64665-676
141. Tesfatsion L, 2006, "Agent-based computational economics: a constructive approach to economic theory", in Handbook of Computational EconomicsEds L Tesfatsion, K L Judd (Elsevier, Amsterdam) pp 831-880
142. Tian G, Ouyang Y, Quan Q, Wu J, 2011, "Simulating spatiotemporal dynamics of urbanization with multi-agent systems-a case study of the Phoenix metropolitan region, USA" Ecological Modelling 2221129-1138
143. Torrens P M, 2007, "A geographic automata model of residential mobility" Environment and Planning B: Planning and Design 34200-222
144. Torrens P, 2012, "Urban geosimulation", in Agent-based Models of Geographical Systems Eds A J Heppenstall, A T Crooks, L M See, M Batty (Springer, Dordrecht) pp 435-450
145. Torrens P M, Nara A, 2007, "Modeling gentrification dynamics: a hybrid approach" Computers, Environment and Urban Systems 31337-361
146. Valbuena D, Verburg P H, Bregt A K, 2008, "A method to define a typology for agent-based analysis in regional land-use research" Agriculture, Ecosystems and Environment 12827-36
147. Von Thünen J H, 1966 Isolated State; An English Edition of Der isolierte Staat(Pergamon Press, Oxford)
148. Waddell P, 2002, "UrbanSim: modeling urban development for land use, transportation and environmental planning" Journal of the American Planning Association 68297-314
149. Waddell P, Borning A, Noth M, Freier N, Becke M, Ulfarsson G, 2003, "Microsimulation of urban development and location choices: design and implementation of UrbanSim" Networks and Spatial Economics 343-67
150. Waddell P, Wang L, Liu X, 2008, "UrbanSim: an evolving planning support system for evolving communities", in Planning Support SystemsEd. R Brail (Lincoln Land Institute, Cambridge, MA) pp 188-203
151. Wagner P, Wegener M, 2007, "Urban land use, transport and environment models: experiences with an integrated microscopic approach" disP 17045-56
152. Wasserman H, Yohe G, 2001, "Segregation and the provision of spatially defined local public goods" American Economist 4513-24
153. Wu B M, Birkin M H, 2012, "Agent-based extensions to a spatial microsimulation model of demographic change", in Agent-based Models of Geographical SystemsEds A J Heppenstall, A T Crooks, L M See, M Batty (Springer, Dordrecht) pp 347-360
154. Wu B M, Birkin M H, Rees P H, 2008, "A spatial microsimulation model with student agents" Computers, Environment and Urban Systems 32440-453
155. Wu J, Plantinga A J, 2003, "The influence of public open space on urban spatial structure" Journal of Environmental Economics and Management 46288-309
156. Xie Y, Zhou X, 2012, "Modeling individual-level heterogeneity in racial residential segregation" Proceedings of the National Academy of Sciences 10911646-11651
157. Xie Y, Batty M, Zhao K, 2007, "Simulating emergent urban form using agent-based modeling: Desakota in the Suzhou-Wuxian region in China" Annals of the Association of American Geographers 97477-495
158. Yin L, 2009, "The dynamics of residential segregation in Buffalo: an agent-based simulation" Urban Studies 462749-2770
159. Yin L, Muller B, 2007, "Residential location and the biophysical environment: exurban development agents in a heterogeneous landscape" Environment and Planning B: Planning and Design 34279-295
160. Zaidi A, Rake K, 2001, "Dynamic microsimulation models: a review and some lessons for SAGE", in SAGE Discussion Paper No. 2(Sage, London) page 36
161. Zellner M L, Riolo R L, Rand W, Brown D G, Page S E, Fernandez L E, 2010, "The problem with zoning: nonlinear effects of interactions between location preferences and externalities on land use and utility" Environment and Planning B: Planning and Design 37 408-428