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Risk-sensitivity in sensorimotor control
Daniel A Braun1, Arne J Nagengast, Daniel M Wolpert
1Computational and Biological Learning Laboratory, Department of Engineering, University of Cambridge Cambridge, UK.
Frontiers in Human Neuroscience
|February 2, 2011
Summary
Humans exhibit risk-sensitivity in motor control, considering payoff variability, not just averages. This finding challenges existing models and suggests incorporating risk-sensitivity for better understanding motor behavior under uncertainty.
Area of Science:
- Neuroscience
- Motor Control
- Decision Science
Background:
- Motor control is increasingly viewed as a decision-making process influenced by uncertainty.
- Risk-sensitivity, considering payoff variability, is known in psychology and economics but less studied in motor control.
- Current motor control theories often assume optimization of expected payoffs, neglecting variability.
Purpose of the Study:
- To review evidence for risk-sensitivity in human motor behaviors.
- To demonstrate human sensitivity to the variability of motor costs.
- To discuss integrating risk-sensitivity into optimal feedback control models.
Main Methods:
- Review of existing theoretical neuroscience and empirical evidence.
- Analysis of decision-making processes in motor control.
- Conceptual integration of risk-sensitivity into control theory.
Main Results:
- Humans demonstrate risk-sensitive motor behaviors.
- Motor control is influenced by the variability of motor costs, not just average costs.
- Existing optimal feedback control models can be extended to include risk-sensitivity.
Conclusions:
- Risk-sensitivity is a crucial factor in understanding individual motor behavior under uncertainty.
- Incorporating risk-sensitivity enhances theoretical models of motor control.
- Future research should explore the implications of risk-sensitivity in diverse motor tasks.
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