Agent-based simulation for healthcare services with stochastic events
Abstract
Tentative of put in practice a planning to the offer of health services commonly has problems because of the occurrence of undesirable events. These events happen in a random way and they influence in a negative form the access and quality indicators of the planned services. This work presents a agent-based (computer) simulation to execute of schedules planned by an agent in a virtual environment for treatment, considering different scenarios to the evolution of treatments in an intermission of one planned year. The solution specifies three environments based on artifacts envolving in scenarios registering the statistic behavior of the health indicators.References
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Cardoso, L., Marins, F., Portela, F., Abelha, A., and Machado, J. (2014). Healthcare interoperability through intelligent agent technology. Procedia Technology, 16:1334–1341.
David, N. and Sichman, J. S. (2013). O papel da emergência em simulações de sociedades de agentes artificiais. Ciência e Cultura, 65(4):36–41.
Davidsson, P., Holmgren, J., Kyhlbäck, H., Mengistu, D., and Persson, M. (2007). Applications of agent based simulation. In Multi-Agent-Based Simulation VII, pages 15–27. Springer.
Fox, J., Beveridge, M., and Glasspool, D. (2003). Understanding intelligent agents: analysis and synthesis. AI communications, 16(3):139–152.
Gentleman, R., Ihaka, R., Bates, D., et al. (2015). The r project for statistical computing.
Isern, D., Sánchez, D., and Moreno, A. (2010). Agents applied in health care: A review. International Journal of Medical Informatics, 79(3):145–166.
Jacobson, S. H., Hall, S. N., and Swisher, J. R. (2013). Discrete-event simulation of health care systems. In Patient Flow, pages 273–309. Springer.
Patel, V. L., Shortliffe, E. H., Stefanelli, M., Szolovits, P., Berthold, M. R., Bellazzi, R., and Abu-Hanna, A. (2009). The coming of age of artificial intelligence in medicine. Artificial intelligence in medicine, 46(1):5–17.
Ricci, A., Piunti, M., and Viroli, M. (2011). Environment programming in multi-agent systems: an artifact-based perspective. Autonomous Agents and Multi-Agent Systems, 23(2):158–192.
Ricci, A., Piunti, M., Viroli, M., and Omicini, A. (2009). Environment programming in cartago. In Multi-Agent Programming:, pages 259–288. Springer.
Shortliffe, E. H. (1993). The adolescence of ai in medicine: will the field come of age in the’90s? Artificial intelligence in medicine, 5(2):93–106.
Veras, N. d. L., Cortés, M. I., and Campos, G. A. L. (2014a). Planejamento de atendimentos em saúde orientado por metas. In Proceedings do XLVI Simpósio Brasileiro de Pesquisa Operacional, pages 2781–2792. SOBRAPO.
Veras, N. d. L., Cortés, M. I., and Campos, G. A. L. (2014b). Uma abordagem baseada em agentes para planejamento e monitoramento de serviços de saúde. In Proceedings do VIII Workshop-Escola de Sistemas de Agentes, seus Ambientes e Aplicações, pages 25–36. PUCRS.
Wiesman, F., Hasman, A., Braun, L., and van den Herik, J. (2006). Information retrieval in medicine: The visual and the invisible (information retrieval im gesundheitswesen: Das visuelle und das unsichtbare). it-Information Technology (vormals it+ ti), 48(1/2006):24–32.
Published
2015-06-01
How to Cite
VERAS, Nécio de Lima; CORTÉS, Mariela I.; CAMPOS, Gustavo A. Lima de.
Agent-based simulation for healthcare services with stochastic events. In: WORKSHOP-SCHOOL ON AGENTS, ENVIRONMENTS, AND APPLICATIONS (WESAAC), 9. , 2015, Niterói/RJ.
Anais [...].
Porto Alegre: Sociedade Brasileira de Computação,
2015
.
p. 32-43.
ISSN 2326-5434.
DOI: https://doi.org/10.5753/wesaac.2015.33310.
