Suggestions(1)
Exact(10)
The proposed research work utilizes the Q-learning algorithm to train the system for the optimal action selection strategy during the state-action learning process by updating the action values based on the obtained rewards.
This had to be inferred by the presence (A-type blocks) or absence (B-type blocks) of a fixed relationship between stimulus categories and obtained rewards.
The OFC is seen as a hedonic and decision-making centre that optimizes behavior and choices on the basis of anticipated and obtained rewards [14], [15], [16], [17].
Given that this simple strategy resulted in a fair amount of obtained rewards, it is likely that the more difficult strategy in which the what, where and when had to be remembered, was not called upon by the animals.
One subject obtained rewards on every trial.
Subjects obtained rewards on 58% of trials in which they made a response (range 100 50%).
Similar(50)
Reinforcement learning models make use of reward prediction errors (RPEs), the difference between an expected and obtained reward.
The model's memory, α, had only small effect on the obtained reward.
The other extreme, α = 0 (w 1 = 1, w 2 = w 3 = 0) would only consider the last obtained reward.
The error signal at the last timestep of trial T is simply the difference between the obtained reward r(T), and the value predicting that reward V T - 1 (N - 1).
This amounted to an effective normalization or scaling of the value prediction error response in terms of standard deviation, indicating how much the obtained reward value differs from the expected value in units of standard deviation.
Write better and faster with AI suggestions while staying true to your unique style.
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