Quantifying Proactive and Reactive Button Input

Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

When giving input with a button, users follow one of two strategies: (1) react to the output from the computer or (2) proactively act in anticipation of the output from the computer. We propose a technique to quantify reactiveness and proactiveness to determine the degree and characteristics of each input strategy. The technique proposed in this study uses only screen recordings and does not require instrumentation beyond the input logs. The likelihood distribution of the time interval between the button inputs and system outputs, which is uniquely determined for each input strategy, is modeled. Then the probability that each observed input/output pair originates from a specific strategy is estimated along with the parameters of the corresponding likelihood distribution. In two empirical studies, we show how to use the technique to answer questions such as how to design animated transitions and how to predict a player's score in real-time games.

OriginalsprogEngelsk
TitelCHI 2022 - Proceedings of the 2022 CHI Conference on Human Factors in Computing Systems
ForlagAssociation for Computing Machinery
Publikationsdato2022
Artikelnummer40
ISBN (Elektronisk)9781450391573
DOI
StatusUdgivet - 2022
Begivenhed2022 CHI Conference on Human Factors in Computing Systems, CHI 2022 - Virtual, Online, USA
Varighed: 30 apr. 20225 maj 2022

Konference

Konference2022 CHI Conference on Human Factors in Computing Systems, CHI 2022
LandUSA
ByVirtual, Online
Periode30/04/202205/05/2022
SponsorACM SIGCHI

Bibliografisk note

Funding Information:
This research was funded by National Research Foundation of Korea (2020R1A2C400214612), Korea Creative Content Agency (R2019020010), and Institute of Information and Communications Technology Planning and Evaluation (2020-0-01361).

Publisher Copyright:
© 2022 ACM.

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