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Nevin Manimala Statistics

Motivation(s) from control: response-effect contingency and confirmation of sensorimotor predictions reinforce different levels of selection

Exp Brain Res. 2022 Mar 22. doi: 10.1007/s00221-022-06345-3. Online ahead of print.

ABSTRACT

Humans and other animals live in dynamic environments. To reliably manipulate the environment and attain their goals they would benefit from a constant modification of motor-responding based on responses’ current effect on the current environment. It is argued that this is exactly what is achieved by a mechanism that reinforces responses which have led to accurate sensorimotor predictions. We further show that evaluations of a response’s effectiveness can occur simultaneously, driven by at least two different processes, each relying on different statistical properties of the feedback and affecting a different level of responding. Specifically, we show the continuous effect of (a) a sensorimotor process sensitive only to the conditional probability of effects given that the agent acted on the environment (i.e., action-effects) and of (b) a more abstract judgement or inference that is also sensitive to the conditional probabilities of occurrence of feedback given no action by the agent (i.e., inaction-effects). The latter process seems to guide action selection (e.g., should I act?) while the former the manner of the action’s execution. This study is the first to show that different evaluation processes of a response’s effectiveness influence different levels of responding.

PMID:35316354 | DOI:10.1007/s00221-022-06345-3

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