PLoS Computational Biology (Jan 2018)

Interrupting behaviour: Minimizing decision costs via temporal commitment and low-level interrupts.

  • Kevin Lloyd,
  • Peter Dayan

DOI
https://doi.org/10.1371/journal.pcbi.1005916
Journal volume & issue
Vol. 14, no. 1
p. e1005916

Abstract

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Ideal decision-makers should constantly assess all sources of information about opportunities and threats, and be able to redetermine their choices promptly in the face of change. However, perpetual monitoring and reassessment impose inordinate sensing and computational costs, making them impractical for animals and machines alike. The obvious alternative of committing for extended periods of time to limited sensory strategies associated with particular courses of action can be dangerous and wasteful. Here, we explore the intermediate possibility of making provisional temporal commitments whilst admitting interruption based on limited broader observation. We simulate foraging under threat of predation to elucidate the benefits of such a scheme. We relate our results to diseases of distractibility and roving attention, and consider mechanistic substrates such as noradrenergic neuromodulation.