Transferência de Conhecimento em Sistemas Multiagentes: Uma Análise no Nível de Agentes, Organizações e Sociedades
Resumo
O trabalho apresenta uma análise de agentes, sistemas multiagentes e modelos de transferência de conhecimento. Propõe-se a classificação de diferentes tipos de transferência a partir de três níveis de interação: agentes, organizações e sociedades, investigando como políticas para a realização de tarefas por agentes são compreendidas na literatura, bem como apresenta as possibilidades de trabalhos futuros a serem realizados.Referências
Busoniu, L., Babuska, R., and De Schutter, B. (2008). A comprehensive survey of multiagent reinforcement learning. IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews), 38(2):156–172.
Demazeau, Y. (1995). From interactions to collective behaviour in agent-based systems. In European Conference on Cognitive Science, volume 95.
Lesser, V. R. (2002). Cooperative multiagent systems: A personal view of the state of the art. IEEE Transactions on knowledge and data engineering, 11(1):133–142.
Newell, A. (1982). The knowledge level. Artificial intelligence, 18(1):87–127.
Pan, S. J. and Yang, Q. (2009). A survey on transfer learning. IEEE Transactions on knowledge and data engineering, 22(10):1345–1359.
Pan, S. J. and Yang, Q. (2010). A survey on transfer learning. IEEE Transactions on Knowledge and Data Engineering, 22(10):1345–1359.
Russell, S., Norvig, P., and Intelligence, A. (1995). A modern approach. Artificial Intelligence. Prentice-Hall, Egnlewood Cliffs, 25(27):79–80.
Shoham, Y. and Tennenholtz, M. (1995). On social laws for artificial agent societies: off-line design. Artificial Intelligence, 73(1):231–252. Computational Research on Interaction and Agency, Part 2.
Takadama, K., Terano, T., and Shimohara, K. (2000). Learning classifier systems meet multiagent environments. In International Workshop on Learning Classifier Systems, pages 192–210. Springer.
Taylor, M. E. and Stone, P. (2009). Transfer learning for reinforcement learning domains: A survey. Journal of Machine Learning Research, 10(7).
Wooldridge, M. (2009). An introduction to multiagent systems. John wiley & sons.
Demazeau, Y. (1995). From interactions to collective behaviour in agent-based systems. In European Conference on Cognitive Science, volume 95.
Lesser, V. R. (2002). Cooperative multiagent systems: A personal view of the state of the art. IEEE Transactions on knowledge and data engineering, 11(1):133–142.
Newell, A. (1982). The knowledge level. Artificial intelligence, 18(1):87–127.
Pan, S. J. and Yang, Q. (2009). A survey on transfer learning. IEEE Transactions on knowledge and data engineering, 22(10):1345–1359.
Pan, S. J. and Yang, Q. (2010). A survey on transfer learning. IEEE Transactions on Knowledge and Data Engineering, 22(10):1345–1359.
Russell, S., Norvig, P., and Intelligence, A. (1995). A modern approach. Artificial Intelligence. Prentice-Hall, Egnlewood Cliffs, 25(27):79–80.
Shoham, Y. and Tennenholtz, M. (1995). On social laws for artificial agent societies: off-line design. Artificial Intelligence, 73(1):231–252. Computational Research on Interaction and Agency, Part 2.
Takadama, K., Terano, T., and Shimohara, K. (2000). Learning classifier systems meet multiagent environments. In International Workshop on Learning Classifier Systems, pages 192–210. Springer.
Taylor, M. E. and Stone, P. (2009). Transfer learning for reinforcement learning domains: A survey. Journal of Machine Learning Research, 10(7).
Wooldridge, M. (2009). An introduction to multiagent systems. John wiley & sons.
Publicado
12/11/2025
Como Citar
MARQUES, Marcone de Freitas; FARIAS, Giovani Parente; GONÇALVES, Eder Mateus Nunes; ADAMATTI, Diana Francisca.
Transferência de Conhecimento em Sistemas Multiagentes: Uma Análise no Nível de Agentes, Organizações e Sociedades. In: ESCOLA REGIONAL DE APRENDIZADO DE MÁQUINA E INTELIGÊNCIA ARTIFICIAL DA REGIÃO SUL (ERAMIA-RS), 1. , 2025, Porto Alegre/RS.
Anais [...].
Porto Alegre: Sociedade Brasileira de Computação,
2025
.
p. 108-111.
DOI: https://doi.org/10.5753/eramiars.2025.16698.
