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. In: CHI 2015 Workshop on Principles, Techniques and Perspectives on Optimization and HCI, 2015-04-19.
Copy

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.


picture_as_pdf
emp_CHI_final.pdf
subject
Submitted Version

View Download

EndNote BibTeX Reference Manager Refer Atom Dublin Core OpenURL ContextObject in Span ASCII Citation RIOXX2 XML Data Cite XML HTML Citation OpenURL ContextObject METS MODS MPEG-21 DIDL
Export

Downloads