How do interruptions affect productivity?

DP Brumby, CP Janssen, G Mark - Rethinking productivity in software …, 2019 - Springer
Work is frequently interrupted. What is known about how interruptions affect productivity?
This important question has been studied using a variety of research methods, from …

A hidden markov framework to capture human–machine interaction in automated vehicles

CP Janssen, LN Boyle, AL Kun, W Ju… - International Journal of …, 2019 - Taylor & Francis
ABSTRACT A Hidden Markov Model framework is introduced to formalize the beliefs that
humans may have about the mode in which a semi-automated vehicle is operating. Previous …

Hierarchical reinforcement learning explains task interleaving behavior

C Gebhardt, A Oulasvirta, O Hilliges - Computational Brain & Behavior, 2021 - Springer
How do people decide how long to continue in a task, when to switch, and to which other
task? It is known that task interleaving adapts situationally, showing sensitivity to changes in …

[HTML][HTML] Visual in-car warnings: How fast do drivers respond?

RMA van der Heiden, CP Janssen, SF Donker… - … research part F: traffic …, 2019 - Elsevier
We investigate how quickly drivers can change lanes in response to a visual in-car warning.
Our work is motivated by technological developments, in which beacons along the road can …

[HTML][HTML] Agents, environments, scenarios: A framework for examining models and simulations of human-vehicle interaction

CP Janssen, LN Boyle, W Ju, A Riener… - Transportation research …, 2020 - Elsevier
This paper provides a framework for examining human-vehicle interactions with respect to
three dimensions that can involve models or simulations: the agents, the environments, and …

Computational models of cognition for human-automated vehicle interaction: State-of-the-art and future directions

CP Janssen, M Baumann, A Oulasvirta - International Journal of Human …, 2024 - Elsevier
We discuss the state-of-the-art and future directions of the development, evaluation, and
application of computational cognitive models for human-automated vehicle interaction. The …

Supporting Task Switching with Reinforcement Learning

A Lingler, D Talypova, JPP Jokinen… - Proceedings of the CHI …, 2024 - dl.acm.org
Attention management systems aim to mitigate the negative effects of multitasking. However,
sophisticated real-time attention management is yet to be developed. We present a novel …

Computational models of human-automated vehicle interaction (dagstuhl seminar 22102)

CP Janssen, M Baumann, A Oulasvirta, ST Iqbal… - 2022 - drops.dagstuhl.de
This report documents the program and the outcomes of Dagstuhl Seminar 22102"
Computational Models of Human-Automated Vehicle Interaction". At this Dagstuhl Seminar …

Identifiability and specificity of the two-point visual control model of steering

L van Maanen, R Heiden, S Bootsma… - Proceedings of the …, 2021 - escholarship.org
Estimating parameters of cognitive models is crucial to be able to accurately describe
cognitive processing of individuals, under varying circumstances. To ensure that individual …

The influence of rewards on (sub-) optimal interleaving

CP Janssen, E Everaert, HMA Hendriksen… - PloS one, 2019 - journals.plos.org
We investigate how the rewards of individual tasks dictate a priori how easy it is to interleave
two discrete tasks efficiently, and whether people then interleave efficiently. Previous …