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Investigations of Mediterranean connectivity have increasingly turned toward maritime landscape models to frame questions of seaborne exploration, marine resource exploitation, trade and exchange, and seafaring culture.
In our task, we specifically avoided studying how exploration and exploitation trade off as behavioral strategies in this experiment (but see Yu and Dayan [48], [31], [49]).
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Well-publicized cases include peacekeeper involvement in sexual exploitation, trading in conflict minerals and arms trafficking in some missions.
This kind of combination will help the proposed algorithm to maintain a delicate exploration-exploitation trade-off from temporal and spatial perspectives.
Raja Beharelle, A., Polanía, R., Hare, T. A. & Ruff, C. C. Transcranial stimulation over frontopolar cortex elucidates the choice attributes and neural mechanisms used to resolve exploration-exploitation trade-offs.
The exploration-exploitation trade-off is typical of learning algorithms.
The player selects its actions based on a decision function reflecting this exploration-exploitation trade-off.
Their generalization makes it possible to consider model order selection simultaneously with the exploration-exploitation trade-off.
In order to converge to the optimal policy, these algorithms have to deal with the exploration-exploitation trade-off.
This highlights the essence of the exploration-exploitation trade-off: any action issued by the agent has to respect the uncertainty over the policy parameter otherwise they are biased.
By turning the reinforcement learning problem thus into an inference problem, the exploration-exploitation trade-off becomes a bias-variance trade-off (Geman et al. [1992]) in policy space.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com