Expected value of information overlaps with reward circuits in humans
نویسندگان
چکیده
Abstract: The ability to identify useful information, and selectively extract it, is critical for perception and cognition alike. For instance, to discriminate between object categories, the visual system must direct the eyes' gaze to useful features. What are the neural substrates of assessment of features' relative expected information value? We trained 10 subjects on a probabilistic categorization task in which simulated plankton stimuli are classified as either species A or B, using experience-based learning. Subjects classified randomly sampled specimens, and received immediate feedback. Each plankton specimen has two two-state features (open or connected claw; dotted or non-dotted eye) that probabilistically predict the species. The moreand lessuseful features, if viewed individually, lead to 85% and 60% accuracy, respectively. Since all combinations of features occur in both species, 100% accuracy is not possible. Following behavioral training, subjects participated in an event-related fMRI experiment in which they were cued to anticipate moreor less-useful information. Anticipation of information was induced by first presenting an obscured version of the highor low-usefulness feature, such that subjects could not yet categorize the stimulus or prepare a specific motor response. The specific form of the feature (e.g. dotted eye) was then revealed, allowing categorization. Finally, subjects received feedback on whether their classification was accurate, which was probabilistic Abstract Print View http://www.abstractsonline.com/Plan/AbstractPrintView.aspx?mID=255...
منابع مشابه
The emotive brain, the noradrenergic system, and cognition
Motivation and attention can have a profound influence on perception, learning and memory. Neuromodulatory systems, especially the noradrenergic (NE) system, co-vary with psychological states to modulate cortical arousal, influence sensory processing and promote synaptic plasticity. There is even some suggestion that the NE system might facilitate functional recovery after brain damage. Post-sy...
متن کاملThe emotive brain, the noradrenergic system, and cognition
Motivation and attention can have a profound influence on perception, learning and memory. Neuromodulatory systems, especially the noradrenergic (NE) system, co-vary with psychological states to modulate cortical arousal, influence sensory processing and promote synaptic plasticity. There is even some suggestion that the NE system might facilitate functional recovery after brain damage. Post-sy...
متن کاملNeural coding of distinct statistical properties of reward information in humans.
Brain processing of reward information is essential for complex functions such as learning and motivation. Recent primate electrophysiological studies using concepts from information, economic and learning theories indicate that the midbrain may code two statistical parameters of reward information: a transient reward error prediction signal that varies linearly with reward probability and a su...
متن کاملOptimal and human eye movements to clustered low value cues to increase decision rewards during search
Rewards have important influences on the motor planning of primates and the firing of neurons coding visual information and action. When eye movements to a target are differentially rewarded across locations, primates execute saccades towards the possible target location with the highest expected value, a product of sensory evidence and potentially earned reward (saccade to maximum expected val...
متن کاملLinking reward expectation to behavior in the basal ganglia.
Psychological factors such as expected reward value can have strong effects on behavior. Although signals related to reward have been found in numerous brain regions, how these signals are used by the circuits that control action is unknown. A recent study suggests that neurons in the caudate nucleus of the basal ganglia could play a role in transforming expected reward into a spatially selecti...
متن کامل