Intermittent control as a model of mouse movements

Álvarez Martín, J. A., Gollee, H. , Müller, J. and Murray-Smith, R. (2021) Intermittent control as a model of mouse movements. ACM Transactions on Computer-Human Interaction, 28(5), 35. (doi: 10.1145/3461836)

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Abstract

We present Intermittent Control (IC) models as a candidate framework for modelling human input movements in Human–Computer Interaction (HCI). IC differs from continuous control in that users are not assumed to use feedback to adjust their movements continuously, but only when the difference between the observed pointer position and predicted pointer positions becomes large. We use a parameter optimisation approach to identify the parameters of an intermittent controller from experimental data, where users performed one-dimensional mouse movements in a reciprocal pointing task. Compared to previous published work with continuous control models, based on the Kullback–Leibler divergence from the experimental observations, IC is better able to generatively reproduce the distinctive dynamical features and variability of the pointing task across participants and over repeated tasks. IC is compatible with current physiological and psychological theory and provides insight into the source of variability in HCI tasks.

Item Type:Articles
Status:Published
Refereed:Yes
Glasgow Author(s) Enlighten ID:Murray-Smith, Professor Roderick and Gollee, Dr Henrik and Alvarez Martin, Jose Alberto
Authors: Álvarez Martín, J. A., Gollee, H., Müller, J., and Murray-Smith, R.
College/School:College of Science and Engineering > School of Computing Science
College of Science and Engineering > School of Engineering > Biomedical Engineering
Journal Name:ACM Transactions on Computer-Human Interaction
Publisher:ACM Press
ISSN:1073-0516
ISSN (Online):1557-7325
Published Online:21 August 2021
Copyright Holders:© 2021 Copyright held by the owner/author(s).
First Published:First published in ACM Transactions on Computer-Human Interaction 28(5):35
Publisher Policy:Reproduced in accordance with the publisher copyright policy

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Project CodeAward NoProject NamePrincipal InvestigatorFunder's NameFunder RefLead Dept
300982Exploiting Closed-Loop Aspects in Computationally and Data Intensive AnalyticsRoderick Murray-SmithEngineering and Physical Sciences Research Council (EPSRC)EP/R018634/1Computing Science