StrategicReading: Understanding Complex Mobile Reading Strategies via Implicit Behavior Sensingopen access
- Authors
- Guo, Wei; Cho, Byeong Young; Wang, Jingtao
- Issue Date
- Oct-2020
- Publisher
- Association for Computing Machinery, Inc
- Keywords
- Smartphone reading, online reading strategies, mobile computing; gaze tracking; educational technology; intelligent user interfaces
- Citation
- ICMI 2020 - Proceedings of the 2020 International Conference on Multimodal Interaction, pp.491 - 500
- Indexed
- SCOPUS
- Journal Title
- ICMI 2020 - Proceedings of the 2020 International Conference on Multimodal Interaction
- Start Page
- 491
- End Page
- 500
- URI
- https://scholarworks.bwise.kr/hanyang/handle/2021.sw.hanyang/145057
- DOI
- 10.1145/3382507.3418879
- Abstract
- Mobile devices are becoming an important platform for reading. However, existing research on mobile reading primarily focuses on low-level metrics such as speed and comprehension. For complex reading tasks involving information seeking and context switching, researchers still rely on verbal reports via think-aloud. We present StrategicReading, an intelligent reading system running on unmodified smartphones, to understand high-level strategic reading behaviors on mobile devices. StrategicReading leverages multimodal behavior sensing and takes advantage of signals from camera-based gaze sensing, kinematic scrolling patterns, and cross-page behavior changes. Through a 40-participant study, we found that gaze patterns, muscle stiffness signals, and reading paths captured by StrategicReading can infer both users' reading strategies and reading performance with high accuracy.
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