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In those systems, users select an object, like a photo, and then separately select an action, or "verb," to do something to it.
A list of possible actions appears at the bottom of each page, and heroes need only tap the iPod's round center button to select an action and advance to the next scene.
At each state, the agent must select an action a according to a strategy that balances exploration (gain of knowledge) and exploitation (use of knowledge).
Fig. 1 Reflective practitioner model integrated with organizational learning model. 1 Tacit 'knowing in action' to select an action and execute a task.
This means that the probability to select an action a in state s at time t depends on the temperature parameter τ and on the preference values P(s t,a t ) at time t.
If we assume now that each of the custom-built policies is optimal in their respective environments, we effectively select an action according to the probability that it is the optimal action, because we first sample the environment θ according to its posterior probability of being the true environment and then we perform the policy that is optimal in that environment.
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After a first step of position hypotheses generation, an efficient probabilistic active strategy selects an action, for a single lost robot case, or two joint actions when two lost robots are in a line of sight, so that the hypotheses set is best disambiguated.
These experiments are illustrated in the chapter and they prove that the use of fuzzy logic enables the resolution of conflicts between contradictory behaviors by selecting an action that represents the consensus among the behaviors and that best satisfies the decision objectives encoded in them.
The agent selects an action probabilistically based on Boltzmann distribution defined using Q value probabilities associating states with actions [139].
At each step, the agent selected an action (a_t) from the action sets of the game and observed a displayed image (x_t) from the current screen.
Specifically, in state s(P, C, T), Boltzmann distribution algorithm selected an action with following probability: p ( a | s ) = e Q ( s, a ) ∕ T s ∑ a ′ ∈ A e Q ( s, a ′ ) ∕ T s (8) .
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com