Agent-Based Modeling

Agent-based modeling (ABM) is a way of representing complex systems of autonomous agents or actors, and of simulating the multiple potential outcomes of these agents’ behaviors and interactions in the form of a range of alternatives or futures. Despite the complexity of the tourism system, and the power and flexibility of ABM to overcome the assumptions such as homogeneity, linearity, equilibrium, and rationality typical of traditional modeling techniques, ABM has received little attention from tourism researchers and practitioners. The purpose of this paper is to introduce ABM to a wider tourism audience. Specifically, the appropriateness of tourism as a phenomenon to be subjected to ABM is established; the power and benefits of ABM as an alternative scientific mechanism are illuminated; the few existing applications of ABM in the tourism arena are summarized; and, a range of potential applications in the areas of tourism planning, development, marketing and management is proposed.

[1]  Joseph S. Chen,et al.  Tourist Motivation with Sun and Sand Destinations: Satisfaction and the Wom-Effect , 2010 .

[2]  Bob McKercher,et al.  Typologies of tourists’ time–space consumption: a new approach using GPS data and GIS tools , 2014 .

[3]  Andreas Koch,et al.  Monitoring, Simulation, and Management of Visitor Landscapes by Randy Gimblett and Hans Skov-Petersen (Eds.) , 2009, J. Artif. Soc. Soc. Simul..

[4]  Joshua M. Epstein,et al.  Growing Artificial Societies: Social Science from the Bottom Up , 1996 .

[5]  Andrew Crooks,et al.  The Integration of Agent-Based Modelling and Geographical Information for Geospatial Simulation , 2012 .

[6]  Susanne Becken,et al.  A climate change vulnerability assessment methodology for coastal tourism , 2009 .

[7]  Haywantee Ramkissoon,et al.  Use of Structural Equation Modeling in Tourism Research , 2013 .

[8]  J. Gareth Polhill,et al.  The ODD protocol: A review and first update , 2010, Ecological Modelling.

[9]  Jeffrey C. Hallo,et al.  GPS as a Method for Assessing Spatial and Temporal Use Distributions of Nature-Based Tourists , 2012 .

[10]  Scott Moss,et al.  Policy analysis from first principles , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[11]  Stanley C. Plog Why Destination Areas Rise and Fall in Popularity: An Update of a Cornell Quarterly Classic , 2001 .

[12]  S. Plog Why Destination Areas Rise and Fall in Popularity , 1974 .

[13]  J. Jacoby,et al.  Consumer Behavior , 2024 .

[14]  Honggen Xiao,et al.  A Grid‐group Analysis of Tourism Motivation , 2015 .

[15]  William Rand,et al.  Design Guidelines for Agent Based Model Visualization , 2009, J. Artif. Soc. Soc. Simul..

[16]  Marco Alberti,et al.  A spatial agent-based model for assessing strategies of adaptation to climate and tourism demand changes in an alpine tourism destination , 2013, Environ. Model. Softw..

[17]  Paul M. Torrens,et al.  Geosimulation: Object-based Modeling of Urban Phenomena , 2022 .

[18]  G. R. Hovinen Revisiting the destination lifecycle model , 2002 .

[19]  Andreas Colliander,et al.  Calibration and Validation , 2014, Encyclopedia of Remote Sensing.

[20]  Andrew Crooks,et al.  Agent-based Models of Geographical Systems , 2012 .

[21]  Donald Getz,et al.  COLLABORATION THEORY AND COMMUNITY TOURISM PLANNING , 1995 .

[22]  Bas Amelung,et al.  Towards a tipping point? Exploring the capacity to self-regulate Antarctic tourism using agent-based modelling , 2016 .

[23]  Theresa N. Westover,et al.  TOURISM: A COMMUNITY APPROACH , 1987, Landscape Journal.

[24]  Rabia Syed,et al.  ON TOURISM PLANNING , 2011 .

[25]  M. Batty Generative social science: Studies in agent-based computational modeling , 2008 .

[26]  M. Madsen Towards a Sociology of International Courts , 2013 .

[27]  Bob McKercher,et al.  The Application of a Sequence Alignment Method to the Creation of Typologies of Tourist Activity in Time and Space , 2015 .

[28]  Josep Blat,et al.  Leveraging explicitly disclosed location information to understand tourist dynamics: a case study , 2008, J. Locat. Based Serv..

[29]  Peter A. Johnson,et al.  Negotiating Constraints to the Adoption of Agent-Based Modeling in Tourism Planning , 2011 .

[30]  Robert Lempert,et al.  Agent-based modeling as organizational and public policy simulators , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[31]  Michael Batty,et al.  Ucl Centre for Advanced Spatial Analysis Working Papers Series Key Challenges in Agent-based Modelling for Geo-spatial Simulation Paper 121 -sept 07 Key Challenges in Agent-based Modelling for Geo-spatial Simulation , 2022 .

[32]  Eric Bonabeau Business Applications of Social Agent-Based Simulation , 2000, Adv. Complex Syst..

[33]  Uta Berger,et al.  Pattern-Oriented Modeling of Agent-Based Complex Systems: Lessons from Ecology , 2005, Science.

[34]  D. Pearce,et al.  Tourism systems: An interdisciplinary perspective , 1991 .

[35]  Colin Polsky,et al.  Assessing vulnerabilities to the effects of global change: an eight step approach , 2005 .

[36]  Thomas C. Schelling,et al.  Dynamic models of segregation , 1971 .

[37]  H. A. Eiselt,et al.  Exploratory research of tourist motivations and planning , 2004 .

[38]  C. Hall,et al.  International tourism and climate change , 2012 .

[39]  J. Winkler Embracing Complexity and Uncertainty , 2016 .

[40]  B. Farrell,et al.  RECONCEPTUALIZING TOURISM , 2004 .

[41]  P. Pearce The Ulysses Factor , 1988 .

[42]  Bob McKercher,et al.  A chaos approach to tourism , 1999 .

[43]  Sabine L. Perch-Nielsen The vulnerability of beach tourism to climate change—an index approach , 2010 .

[44]  Peter A. Johnson,et al.  An Agent-Based Approach to Providing Tourism Planning Support , 2011 .

[45]  Amber Brown,et al.  Mitigating Theme Park Crowding with Incentives and Information on Mobile Devices , 2013 .

[46]  Piotr Jankowski,et al.  Agent-Based Models as Laboratories for Spatially Explicit Planning Policies , 2007 .

[47]  Moira L. Zellner,et al.  Embracing Complexity and Uncertainty: The Potential of Agent-Based Modeling for Environmental Planning and Policy , 2008 .

[48]  M. Etienne Companion Modelling: A Participatory Approach to Support Sustainable Development , 2010 .

[49]  Joaquín Alegre,et al.  Analysing the Influence of Tourist Motivations on Tourist Expenditure at a Sun-And-Sand Destination , 2011 .

[50]  Steven C Bankes,et al.  Agent-based modeling: A revolution? , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[51]  M. Janssen,et al.  Multi-Agent Systems for the Simulation of Land-Use and Land-Cover Change: A Review , 2003 .

[52]  P. Pearce,et al.  Developing the Travel Career Approach to Tourist Motivation , 2005 .

[53]  Helder Coelho,et al.  Interdisciplinary Applications of Agent-Based Social Simulation and Modeling , 2014 .

[54]  P. Pearce The Ulysses Factor: Evaluating Visitors in Tourist Settings , 1988 .

[55]  Gary P. Kofinas,et al.  Adaptation and Sustainability in a Small Arctic Community: Results of an Agent-based Simulation Model , 2004 .

[56]  B. Faulkner,et al.  Chaos and complexity in tourism: In search of a new perspective. , 2003 .

[57]  V. Grimm Ten years of individual-based modelling in ecology: what have we learned and what could we learn in the future? , 1999 .

[58]  A. Morrison,et al.  The Tourism System , 2002 .

[59]  Panlop Zeephongsekul,et al.  Modelling spatio-temporal movement of tourists using finite Markov chains , 2009, Math. Comput. Simul..

[60]  Randy Gimblett,et al.  RBSim 2: Simulating the complex interactions between human movement and the outdoor recreation environment , 2003 .

[61]  Metin Kozak,et al.  Comparative analysis of tourist motivations by nationality and destinations , 2002 .

[62]  Carlos Cardoso Ferreira,et al.  Where to vacation? An agent-based approach to modelling tourist decision-making process , 2017 .

[63]  Pietro Terna,et al.  How to build and use agent-based models in social science , 2000 .

[64]  Andre Zerger,et al.  Geo-temporal tracking and analysis of tourist movement , 2005, Math. Comput. Simul..

[65]  Eric Bonabeau,et al.  Agent-based modeling: Methods and techniques for simulating human systems , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[66]  Lei Gao,et al.  Ranking management strategies with complex outcomes: An AHP-fuzzy evaluation of recreational fishing using an integrated agent-based model of a coral reef ecosystem , 2012, Environ. Model. Softw..

[67]  Anja Soboll,et al.  Simulating Tourism Water Consumption Under Climate Change Conditions Using Agent-Based Modeling: The Example of Ski Areas , 2011 .

[68]  Joshua M. Epstein,et al.  Agent-based computational models and generative social science , 1999, Complex..

[69]  M. Batty,et al.  Model Cities , 2007 .

[70]  Linda See,et al.  Calibration and Validation of Agent-Based Models of Land Cover Change , 2012 .

[71]  Roger Strand,et al.  Can agent-based models assist decisions on large-scale practical problems? A philosophical analysis , 2000, Complex..

[72]  Maureen G. Reed,et al.  Collaborative Tourism Planning as Adaptive Experiments in Emergent Tourism Settings , 1999 .

[73]  Lynne Hamill,et al.  Designing and Building an Agent-Based Model , 2012 .

[74]  Cathy H. C. Hsu,et al.  Expectation, Motivation, and Attitude: A Tourist Behavioral Model , 2010 .

[75]  R. Butler The concept of a tourist area cycle of evolution: implications for management of resources. , 1980 .

[76]  Victoria L Kendrick Introduction to crowd science , 2015, Ergonomics.

[77]  S. Iso-Ahola,et al.  Sightseeing tourists' motivation and satisfaction , 1991 .

[78]  Birgit Müller,et al.  A standard protocol for describing individual-based and agent-based models , 2006 .

[79]  Scott E. Page,et al.  Agent-Based Models , 2014, Encyclopedia of GIS.

[80]  S. Iso-Ahola,et al.  Toward a social psychological theory of tourism motivation: A rejoinder , 1982 .

[81]  R. Baggio Symptoms of complexity in a tourism system , 2007, physics/0701063.

[82]  Peter A. Johnson,et al.  Automated web harvesting to collect and analyse user-generated content for tourism , 2012 .

[83]  Roslyn Russell,et al.  Movers and shakers: chaos makers in tourism development , 1999 .