258
Views
0
CrossRef citations to date
0
Altmetric
Research Article

Investigating the Users’ Preferences of Heart Rate Data Types and Visualizations on a Smartwatch

Received 20 Feb 2023, Accepted 30 Jun 2023, Published online: 18 Jul 2023

References

  • Al-Sharrah, M., Salman, A., Ahmad, I. (2018). Watch your smartwatch [Paper presentation]. Proceedings of the International Conference on Computing Sciences and Engineering (pp. 1–5). https://doi.org/10.1109/ICCSE1.2018.8374228
  • Amini, F., Hasan, K., Bunt, A., Irani, P. (2017). Data representations for in-situ exploration of health and fitness data [Paper presentation]. Proceedings of the International Conference on Pervasive Computing Technologies for Healthcare (pp. 163–172). https://doi.org/10.1145/3154862.3154879
  • Aravind, R., Blascheck, T., Isenberg, P. (2019). A survey on sleep visualizations for fitness trackers [Paper presentation]. Proceedings of the European Conference on Visualization (pp. 85–87).
  • Blascheck, T., Besançon, L., Bezerianos, A., Lee, B., & Isenberg, P. (2018). Glanceable visualization: Studies of data comparison performance on smartwatches. IEEE Transactions on Visualization and Computer Graphics, 25(1), 630–640. https://doi.org/10.1109/TVCG.2018.2865142
  • Cecchinato, M. E., Cox, A. L., Bird, J. (2015). Smartwatches: The good, the bad and the ugly? [Paper presentation]. Proceedings of the Annual ACM Conference Extended Abstracts on Human Factors in Computing Systems (pp. 2133–2138).
  • Chang, L., Lu, J., Wang, J., Chen, X., Fang, D., Tang, Z., Nurmi, P., & Wang, Z. (2018). SleepGuard: Capturing rich sleep information using smartwatch sensing data. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 2(3), 1–34. https://doi.org/10.1145/3264908
  • Chauhan, J., Seneviratne, S., Kaafar, M. A., Mahanti, A., Seneviratne, A. (2016). Characterization of early smartwatch apps [Paper presentation]. Proceedings of the IEEE International Conference on Pervasive Computing and Communication Workshops (pp. 1–6). https://doi.org/10.1109/PERCOMW.2016.7457170
  • Chen, L., Dong, M., Wang, L., & Chen, G. (2020). Investigating the willingness of sharing real-time daily activities among friends. International Journal of Human–Computer Interaction, 36(7), 607–620. https://doi.org/10.1080/10447318.2019.1664532
  • Cook, J. D., Prairie, M. L., & Plante, D. (2017). T. Utility of the Fitbit Flex to evaluate sleep in major depressive disorder: A comparison against polysomnography and wrist-worn actigraphy. Journal of Affective Disorders, 217, 299–305. https://doi.org/10.1016/j.jad.2017.04.030
  • Formann, A. K. (1984). Die latent-class-analyse: Einführung in Theorieund Anwendung. Beltz-Verlag.
  • Fox, K., Borer, J. S., Camm, A. J., Danchin, N., Ferrari, R., Sendon, J. L., Steg, P. G., Tardif, J., Tavazzi, L., & Tendera, M. (2007). Resting heart rate in cardiovascular disease. Journal of the American College of Cardiology, 50(9), 823–830. https://doi.org/10.1016/j.jacc.2007.04.079
  • Gan, Y., Wang, T., Javaheri, A., Momeni-Ortner, E., Dehghani, M., Hosseinzadeh, M., & Rawassizadeh, R. (2021). 11 years with wearables: Quantitative analysis of social media, academia, news agencies, and lead user community from 2009-2020 on wearable technologies. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 5(1), 1–26. https://doi.org/10.1145/3448096
  • Gouveia, R., Pereira, F., Karapanos, E., Munson, S. A., Hassenzahl, M. (2016). Exploring the design space of glanceable feedback for physical activity trackers [Paper presentation]. Proceedings of the ACM International Joint Conference on Pervasive and Ubiquitous Computing (pp. 144–155). https://doi.org/10.1145/2971648.2971754
  • Grioui, F., Blascheck, T. (2021). Study of heart rate visualizations on a virtual smartwatch [Paper presentation]. Proceedings of the ACM Symposium on Virtual Reality Software and Technology (pp. 1–3). https://doi.org/10.1145/3489849.3489913
  • Harraghy, M., Calderon, D., Lietz, R., Brady, J., Makedon, F., Becker, E. (2019). A review of wearable heart rate sensors in research [Paper presentation]. Proceedings of the ACM International Conference on PErvasive Technologies Related to Assistive Environments (pp. 315–316). https://doi.org/10.1145/3316782.3321550
  • Hassib, M., Buschek, D., Wozniak, P. W., Alt, F. (2017). HeartChat: Heart rate augmented mobile chat to support empathy and awareness [Paper presentation]. Proceedings of the CHI Conference on Human Factors in Computing Systems (pp. 2239–2251). https://doi.org/10.1145/3025453.3025758
  • Islam, M. N. (2015). Exploring the intuitiveness of iconic, textual and icon with texts signs for designing user-intuitive web interfaces [Paper presentation]. Proceeding of the International Conference on Computer and Information Technology (pp. 450–455). https://doi.org/10.1109/ICCITechn.2015.7488113
  • Islam, A., Bezerianos, A., Lee, B., Blascheck, T., Isenberg, P. (2020). Visualizing information on watch faces: A survey with smartwatch users [Paper presentation]. Proceedings of the IEEE Visualization Conference (pp. 156–160). https://doi.org/10.1109/VIS47514.2020.00038
  • Islam, A., Aravind, R., Blascheck, T., Bezerianos, A., Isenberg, P. (2022). Preferences and effectiveness of sleep data visualizations for smartwatches and fitness bands [Paper presentation]. Proceedings of the CHI Conference on Human Factors in Computing Systems (pp. 1–17). https://doi.org/10.1145/3491102.3501921
  • Islam, A., Blascheck, T., & Isenberg, P. (2022). Context specific visualizations on smartwatches [Paper presentation]. Posters of the European Conference on Visualization (EuroVis) (pp. 67–69). https://doi.org/10.2312/evp.20221122
  • Karimi, F., Amoozgar, Z., Reiazi, R., Hosseinzadeh, M., & Rawassizadeh, R. (2022). Longitudinal analysis of heart rate and physical activity collected from smartwatches. ArXiv Preprint. ArXiv:2211.08628. https://doi.org/10.48550/arXiv.2211.08628
  • Khalil, A., Connelly, K. (2006). Context-aware telephony: Privacy preferences and sharing patterns [Paper presentation]. Proceedings of the ACM Conference on Computer Supported Cooperative Work (pp. 469–478). https://doi.org/10.1145/1180875.1180947
  • Lee, S., Ali, A. E., Wijntjes, M., Cesar, P. (2022). Understanding and designing avatar biosignal visualizations for social virtual reality entertainment [Paper presentation]. Proceedings of the Conference on Human Factors in Computing Systems (Article 425, pp. 1–15). https://doi.org/10.1145/3491102.3517451
  • Liang, Z., Ploderer, B., Liu, W., Nagata, Y., Bailey, J., Kulik, L., & Li, Y. (2016). SleepExplorer: A visualization tool to make sense of correlations between personal sleep data and contextual factors. Personal and Ubiquitous Computing, 20(6), 985–1000. https://doi.org/10.1007/s00779-016-0960-6
  • Min, C., Kang, S., Yoo, C., Cha, J., Choi, S., Oh, Y., Song, J. (2015). Exploring current practices for battery use and management of smartwatches [Paper presentation]. Proceedings of the ACM International Symposium on Wearable Computers (pp. 11–18). https://doi.org/10.1145/2802083.2802085
  • Moullec, Y., Saint-Aubert, J., Manson, J., Cogné, M., & Lécuyer, A. (2022). Multi-sensory display of self-avatar’s physiological state: Virtual breathing and heart beating can increase sensation of effort in VR. IEEE Transactions on Visualization and Computer Graphics, 28(11), 3596–3606. https://doi.org/10.1109/TVCG.2022.3203120
  • Neshati, A., Sakamoto, Y., & Irani, P. (2019). Challenges in displaying health data on small smartwatch screens. In F. Lau, J. A. Bartle-Clar, G. Bliss, E. M. Borycki, K. L.Courtney, A. Mu-Hsing Kuo, A. Kushniruk, H. Monkman, & A. Vahabpour Roudsari (Eds.), Improving usability, safety and patient outcomes with health information technology, Studies in health technology and informatics (Vol. 257, pp. 325–332). https://doi.org/10.3233/978-1-61499-951-5-325
  • Park, S., Constantinides, M., Aiello, L. M., Quercia, D., & Van Gent, P. (2020). Wellbeat: A framework for tracking daily well-being using smartwatches. IEEE Internet Computing, 24(5), 10–17. https://doi.org/10.1109/MIC.2020.3017867
  • Phan, D., Siong, L. Y., Pathirana, P. N., & Seneviratne, A. (2015). Smartwatch: Performance evaluation for long-term heart rate monitoring [Paper presentation]. International Symposium on Bioelectronics and Bioinformatics (pp. 144–147). https://doi.org/10.1109/ISBB.2015.7344944
  • Pizza, S., Brown, B., McMillan, D., Lampinen, A. (2016). Smartwatch in vivo [Paper presentation]. Proceedings of the CHI Conference on Human Factors in Computing Systems (pp. 5456–5469). https://doi.org/10.1145/2858036.2858522
  • Quintana, R., Quintana, C., Madeira, C., Slotta, J. D. (2016). Keeping watch: Exploring wearable technology designs for k-12 teachers [Paper presentation]. Proceedings of the CHI Conference Extended Abstracts on Human Factors in Computing Systems (pp. 2272–2278). https://doi.org/10.1145/2851581.2892493
  • Quiroz, J. C., Yong, M. H., Geangu, E. (2017). Emotion-recognition using smart watch accelerometer data: Preliminary findings [Paper presentation]. Proceedings of the 2017 ACM International Joint Conference on Pervasive and Ubiquitous Computing and Proceedings of the ACM International Symposium on Wearable Computers (pp. 805–812). https://doi.org/10.1145/3123024.3125614
  • Rawassizadeh, R., Price, B. A., & Petre, M. (2014). Wearables: Has the age of smartwatches finally arrived? Communications of the ACM, 58(1), 45–47. https://doi.org/10.1145/2629633
  • Rawassizadeh, R., & Rong, Y. (2022). ODSearch: Fast and resource efficient on-device natural language search for fitness trackers’ data. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 6(4), 1–25. https://doi.org/10.1145/3569488
  • Ray, I., Liaqat, D., Gabel, M., de Lara, E. (2021). Skin tone, confidence, and data quality of heart rate sensing in WearOS smartwatches [Paper presentation]. Proceedings of the IEEE International Conference on Pervasive Computing and Communications Workshops and Other Affiliated Events (pp. 213–219). https://doi.org/10.1109/PerComWorkshops51409.2021.9431120
  • Sarhaddi, F., Kazemi, K., Azimi, I., Cao, R., Niela-Vilén, H., Axelin, A., Liljeberg, P., & Rahmani, A. M. (2022). A comprehensive accuracy assessment of Samsung smartwatch heart rate and heart rate variability. Plos One, 17(12), e0268361. https://doi.org/10.1371/journal.pone.0268361
  • Schiewe, A., Krekhov, A., Kerber, F., Daiber, F., Krüger, J. (2020). A study on real-time visualizations during sports activities on smartwatches [Paper presentation]. Proceedings of the International Conference on Mobile and Ubiquitous Multimedia (pp. 18–31). https://doi.org/10.1145/3428361.3428409
  • Schirra, S., Bentley, F. R. (2015). "It’s kind of like an extra screen for my phone": Understanding everyday uses of consumer smart watches [Paper presentation]. Proceedings of the Annual ACM Conference Extended Abstracts on Human Factors in Computing Systems (pp. 2151–2156).
  • Vredeveldt, A., van Koppen, P., & Granhag, P. A. (2014). The inconsistent suspect: A systematic review of different types of consistency in truth tellers and liars. In Investigative Interviewing (pp. 183–207). Springer. https://doi.org/10.1007/978-1-4614-9642-7_10
  • Walczyk, J. J., Mahoney, K. T., Doverspike, D., & Griffith-Ross, D. A. (2009). Cognitive lie detection: Response time and consistency of answers as cues to deception. Journal of Business and Psychology, 24(1), 33–49. https://doi.org/10.1007/s10869-009-9090-8
  • Williams, M., Nurse, J. R., & Creese, S. (2019). Smartwatch games: Encouraging privacy-protective behaviour in a longitudinal study. Computers in Human Behavior, 99, 38–54. https://doi.org/10.1016/j.chb.2019.04.026

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.