Four Fundamental Questions to Evaluate Land Change Models with an Illustration of a Cellular Automata–Markov Model

Detalhes bibliográficos
Autor(a) principal: Viana, Cláudia M.
Data de Publicação: 2023
Outros Autores: Pontius, Robert Gilmore, Rocha, Jorge
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10451/59036
Resumo: Numerous models exist for users to simulate land change to communicate with an audience concerning futureland change. This article raises four fundamental questions to help model users decide whether to use anymodel: (1) Can the user understand the model? (2) Can the audience understand the model? (3) Can the usercontrol the model? (4) Does the model address the goals of the specific application? This article applies thesequestions to the popular cellular automata–Markov (CA–Markov) model as IDRISI’sCA–Markov moduleexpresses. Sensitivity analysis examines 120 ways to set the module’s parameters. Verification compares themodule’s behavior to the software’s documentation. Results show that the cellular automata’s allocation fails tofollow the quantity of change that the Markov module computes. The module’s behavior is likely to cause usersto misinterpret the validation metrics and to miscommunicate with audiences. Thus, the answers to the fourquestions were not satisfactory for this article’s case study. This article’s framework helps users to judge amodel’s appropriateness for a specific application by combining sensitivity analysis with verification in amanner that helps to interpret validation. Users should answer the four questions as they decide whether to useany software’s modules.
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spelling Four Fundamental Questions to Evaluate Land Change Models with an Illustration of a Cellular Automata–Markov ModelNumerous models exist for users to simulate land change to communicate with an audience concerning futureland change. This article raises four fundamental questions to help model users decide whether to use anymodel: (1) Can the user understand the model? (2) Can the audience understand the model? (3) Can the usercontrol the model? (4) Does the model address the goals of the specific application? This article applies thesequestions to the popular cellular automata–Markov (CA–Markov) model as IDRISI’sCA–Markov moduleexpresses. Sensitivity analysis examines 120 ways to set the module’s parameters. Verification compares themodule’s behavior to the software’s documentation. Results show that the cellular automata’s allocation fails tofollow the quantity of change that the Markov module computes. The module’s behavior is likely to cause usersto misinterpret the validation metrics and to miscommunicate with audiences. Thus, the answers to the fourquestions were not satisfactory for this article’s case study. This article’s framework helps users to judge amodel’s appropriateness for a specific application by combining sensitivity analysis with verification in amanner that helps to interpret validation. Users should answer the four questions as they decide whether to useany software’s modules.Taylor & FrancisRepositório da Universidade de LisboaViana, Cláudia M.Pontius, Robert GilmoreRocha, Jorge2023-08-28T12:04:51Z20232023-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10451/59036engViana, Cláudia M., Pontius Jr., R. G. & Rocha, J. (2023). Four Fundamental Questions to Evaluate Land Change Models with an Illustration of a Cellular Automata–Markov Model. Annals of the American Association of Geographers, online first. https://doi.org/10.1080/24694452.2023.223243510.1080/24694452.2023.2232435info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-11-08T17:08:00Zoai:repositorio.ul.pt:10451/59036Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T22:09:03.900890Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Four Fundamental Questions to Evaluate Land Change Models with an Illustration of a Cellular Automata–Markov Model
title Four Fundamental Questions to Evaluate Land Change Models with an Illustration of a Cellular Automata–Markov Model
spellingShingle Four Fundamental Questions to Evaluate Land Change Models with an Illustration of a Cellular Automata–Markov Model
Viana, Cláudia M.
title_short Four Fundamental Questions to Evaluate Land Change Models with an Illustration of a Cellular Automata–Markov Model
title_full Four Fundamental Questions to Evaluate Land Change Models with an Illustration of a Cellular Automata–Markov Model
title_fullStr Four Fundamental Questions to Evaluate Land Change Models with an Illustration of a Cellular Automata–Markov Model
title_full_unstemmed Four Fundamental Questions to Evaluate Land Change Models with an Illustration of a Cellular Automata–Markov Model
title_sort Four Fundamental Questions to Evaluate Land Change Models with an Illustration of a Cellular Automata–Markov Model
author Viana, Cláudia M.
author_facet Viana, Cláudia M.
Pontius, Robert Gilmore
Rocha, Jorge
author_role author
author2 Pontius, Robert Gilmore
Rocha, Jorge
author2_role author
author
dc.contributor.none.fl_str_mv Repositório da Universidade de Lisboa
dc.contributor.author.fl_str_mv Viana, Cláudia M.
Pontius, Robert Gilmore
Rocha, Jorge
description Numerous models exist for users to simulate land change to communicate with an audience concerning futureland change. This article raises four fundamental questions to help model users decide whether to use anymodel: (1) Can the user understand the model? (2) Can the audience understand the model? (3) Can the usercontrol the model? (4) Does the model address the goals of the specific application? This article applies thesequestions to the popular cellular automata–Markov (CA–Markov) model as IDRISI’sCA–Markov moduleexpresses. Sensitivity analysis examines 120 ways to set the module’s parameters. Verification compares themodule’s behavior to the software’s documentation. Results show that the cellular automata’s allocation fails tofollow the quantity of change that the Markov module computes. The module’s behavior is likely to cause usersto misinterpret the validation metrics and to miscommunicate with audiences. Thus, the answers to the fourquestions were not satisfactory for this article’s case study. This article’s framework helps users to judge amodel’s appropriateness for a specific application by combining sensitivity analysis with verification in amanner that helps to interpret validation. Users should answer the four questions as they decide whether to useany software’s modules.
publishDate 2023
dc.date.none.fl_str_mv 2023-08-28T12:04:51Z
2023
2023-01-01T00:00:00Z
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format article
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dc.identifier.uri.fl_str_mv http://hdl.handle.net/10451/59036
url http://hdl.handle.net/10451/59036
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Viana, Cláudia M., Pontius Jr., R. G. & Rocha, J. (2023). Four Fundamental Questions to Evaluate Land Change Models with an Illustration of a Cellular Automata–Markov Model. Annals of the American Association of Geographers, online first. https://doi.org/10.1080/24694452.2023.2232435
10.1080/24694452.2023.2232435
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dc.publisher.none.fl_str_mv Taylor & Francis
publisher.none.fl_str_mv Taylor & Francis
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