Download Agents and Artificial Intelligence: 7th International by Béatrice Duval, Jaap van den Herik, Stephane Loiseau, PDF

By Béatrice Duval, Jaap van den Herik, Stephane Loiseau, Joaquim Filipe

This ebook constitutes the completely refereed post-conference lawsuits of the seventh overseas convention on brokers and synthetic Intelligence, ICAART 2015, held in Lisbon, Portugal, in January 2015.

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Extra info for Agents and Artificial Intelligence: 7th International Conference, ICAART 2015, Lisbon, Portugal, January 10-12, 2015, Revised Selected Papers

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By leveraging the relationship between POMDP and BDI models, as discussed by [23], they devised an algorithm to extract BDI plans from optimal POMDP policies. The main difference to our work is that their policies are pre-generated and BDI-style rules are extracted for all contingencies. The advantage is that no (time-consuming) online plan/policy generation is necessary. The disadvantage of their approach is that all the BDI plans must be stores and every time the domain model changes, a new POMDP must be solved and the policy-to-BDIplan algorithm must be run.

The process of moving from specification to testing using the JSXM tool is described in Sect. 6. Related work is presented in Sect. 7. Finally, Sect. 8 concludes the work and presents future work. Stream X-Machines for Agent Simulation Test Case Generation 2 39 The SXM Approach Developing a complex agent simulation is a challenging task, mainly due to the fact that the modeller has to consider all possible interactions between the modelled agent and the environment, and ensure that these are dealt with in the model.

18 G. Rens and T. Meyer 3. : A survey of partially observable Markov decision processes: theory, models, and algorithms. Manage. Sci. 28, 1–16 (1982) 4. : A survey of algorithmic methods for partially observed Markov decision processes. Ann. Oper. Res. 28, 47–66 (1991) 5. : Agent-centered search. Artif. Intell. Mag. 22, 109–131 (2001) 6. : Online planning algorithms for POMDPs. J. Artif. Intell. Res. (JAIR) 32, 663–704 (2008) 7. : The theory and practice of intention reconsideration. Exp. Theor.

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