Empowerment as a metric for Optimization in HCI
Trendafilov, Dari, Murray-Smith, Roderick and Polani, D.
(2015)
Empowerment as a metric for Optimization in HCI.
UNSPECIFIED.
We propose a novel metric for optimizing human-computer interfaces, based on the information-theoretic capacity of empowerment, a task-independent universal utility measure. Empowerment measures, for agent-environment systems with stochastic transitions, how much influence, which can be sensed by the agent sensors, an agent has on its environment. It captures the uncertainty in human-machine systems arising from different sources (i.e. noise, delays, errors, etc.) as a single quantity. We suggest the potential empowerment has as an objective optimality criterion in user interface design optimization, contributing to the more solid theoretical foundations of HCI.
Item Type | Other |
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Uncontrolled Keywords | Optimization; modelling; utility; uncertainty; control |
Divisions |
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Date Deposited | 18 Nov 2024 11:33 |
Last Modified | 18 Nov 2024 11:33 |
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picture_as_pdf - emp_CHI_final.pdf
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