Location via proxy:   [ UP ]  
[Report a bug]   [Manage cookies]                
skip to main content
10.1145/3613904.3642215acmconferencesArticle/Chapter ViewAbstractPublication PageschiConference Proceedingsconference-collections
research-article

PD-Insighter: A Visual Analytics System to Monitor Daily Actions for Parkinson's Disease Treatment

Published: 11 May 2024 Publication History

Abstract

People with Parkinson’s Disease (PD) can slow the progression of their symptoms with physical therapy. However, clinicians lack insight into patients’ motor function during daily life, preventing them from tailoring treatment protocols to patient needs. This paper introduces PD-Insighter, a system for comprehensive analysis of a person’s daily movements for clinical review and decision-making. PD-Insighter provides an overview dashboard for discovering motor patterns and identifying critical deficits during activities of daily living and an immersive replay for closely studying the patient’s body movements with environmental context. Developed using an iterative design study methodology in consultation with clinicians, we found that PD-Insighter’s ability to aggregate and display data with respect to time, actions, and local environment enabled clinicians to assess a person’s overall functioning during daily life outside the clinic. PD-Insighter’s design offers future guidance for generalized multiperspective body motion analytics, which may significantly improve clinical decision-making and slow the functional decline of PD and other medical conditions.

Supplemental Material

MP4 File - Video Preview
Video Preview
MP4 File - Video Presentation
Video Presentation
Transcript for: Video Presentation

References

[1]
[n. d.]. RealityCapture - 3D Models from Photos and/or Laser Scans. https://www.capturingreality.com/?utm_source=GoogleAds&utm_medium=cpc&utm_campaign=general_Amerika&utm_source=GoogleSearch&utm_medium=Performance&utm_campaign=&utm_adgroup=&utm_content=&utm_term=realitycapture
[2]
2023. zju3dv/EasyMocap. https://github.com/zju3dv/EasyMocap
[3]
Danielle Albers, Colin Dewey, and Michael Gleicher. 2011. Sequence Surveyor: Leveraging Overview for Scalable Genomic Alignment Visualization. IEEE Transactions on Visualization and Computer Graphics 17, 12 (Dec. 2011), 2392–2401. https://doi.org/10.1109/TVCG.2011.232
[4]
S Alizadeh, S Bakkes, Marije Kanis, M Rijken, and B. Krose. 2011. Telemonitoring for Assisted Living Residences: The Medical Specialists’ View. Proceedings of The National Academy of Sciences (PNAS) (Jan. 2011), 78.
[5]
Q. J. Almeida and C. A. Lebold. 2010. Freezing of gait in Parkinson’s disease: a perceptual cause for a motor impairment?Journal of Neurology, Neurosurgery, and Psychiatry 81, 5 (May 2010), 513–518. https://doi.org/10.1136/jnnp.2008.160580
[6]
M. Amboni, F. Stocchi, G. Abbruzzese, L. Morgante, M. Onofrj, S. Ruggieri, M. Tinazzi, M. Zappia, M. Attar, D. Colombo, L. Simoni, A. Ori, P. Barone, and A. Antonini. 2015. Prevalence and associated features of self-reported freezing of gait in Parkinson disease: The DEEP FOG study. Parkinsonism & Related Disorders 21, 6 (June 2015), 644–649. https://doi.org/10.1016/j.parkreldis.2015.03.028
[7]
Fraser Anderson, Tovi Grossman, Justin Matejka, and George Fitzmaurice. 2013. YouMove: enhancing movement training with an augmented reality mirror. In Proceedings of the 26th annual ACM symposium on User interface software and technology. ACM, St. Andrews Scotland, United Kingdom, 311–320. https://doi.org/10.1145/2501988.2502045
[8]
Mobolaji Ayoade and Lynne Baillie. 2014. A novel knee rehabilitation system for the home. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems. ACM, Toronto Ontario Canada, 2521–2530. https://doi.org/10.1145/2556288.2557353
[9]
Nicholas Boers, David Chodos, Jianzhao Huang, Pawel Gburzynski, Ioanis Nikolaidis, and Eleni Stroulia. 2009. The smart condo: visualizing independent living environments in a virtual world. 3d International ICST Conference on Pervasive Computing Technologies for Healthcare (April 2009), 8. https://doi.org/10.4108/ICST.PERVASIVEHEALTH2009.6020
[10]
Nathalie Bressa, Henrik Korsgaard, Aurélien Tabard, Steven Houben, and Jo Vermeulen. 2022. What’s the Situation with Situated Visualization? A Survey and Perspectives on Situatedness. IEEE Transactions on Visualization and Computer Graphics 28, 1 (Jan. 2022), 107–117. https://doi.org/10.1109/TVCG.2021.3114835
[11]
Jessica L. Burpee and Michael D. Lewek. 2015. Biomechanical gait characteristics of naturally occurring unsuccessful foot clearance during swing in individuals with chronic stroke. Clinical Biomechanics (Bristol, Avon) 30, 10 (Dec. 2015), 1102–1107. https://doi.org/10.1016/j.clinbiomech.2015.08.018
[12]
Young-Woon Cha, Husam Shaik, Qian Zhang, Fan Feng, Andrei State, Adrian Ilie, and Henry Fuchs. 2021. Mobile. Egocentric Human Body Motion Reconstruction Using Only Eyeglasses-mounted Cameras and a Few Body-worn Inertial Sensors. In 2021 IEEE Virtual Reality and 3D User Interfaces (VR). 616–625. https://doi.org/10.1109/VR50410.2021.00087
[13]
Taylor Chomiak, Fernando Vieira Pereira, Nicole Meyer, Natalie de Bruin, Lorelei Derwent, Kailie Luan, Alexandra Cihal, Lesley A. Brown, and Bin Hu. 2015. A new quantitative method for evaluating freezing of gait and dual-attention task deficits in Parkinson’s disease. Journal of Neural Transmission 122, 11 (Nov. 2015), 1523–1531. https://doi.org/10.1007/s00702-015-1423-3
[14]
Michael Correll, Subhadip Ghosh, David O’Connor, and Michael Gleicher. 2011. Visualizing virus population variability from next generation sequencing data. In 2011 IEEE Symposium on Biological Data Visualization (BioVis).135–142. https://doi.org/10.1109/BioVis.2011.6094058
[15]
J. R. K. Kumar Dabbakuti and Nalini Kotnana. 2012. Design and Implementation of Portable Health Monitoring system using PSoC Mixed Signal Array chip. https://www.semanticscholar.org/paper/Design-and-Implementation-of-Portable-Health-system-Dabbakuti-Kotnana/00da3c347e95b00a069e6c149dbb92b31aad9af3
[16]
Linda S. Deal, Emuella Flood, Daniela E. Myers, Jacob Devine, and David L. Gray. 2019. The Parkinson’s Disease Activities of Daily Living, Interference, and Dependence Instrument. Movement Disorders Clinical Practice 6, 8 (Sept. 2019), 678–686. https://doi.org/10.1002/mdc3.12833
[17]
Silvia Del Din, Cameron Kirk, Alison J Yarnall, Lynn Rochester, and Jeffrey M Hausdorff. 2021. Body-worn sensors for remote monitoring of Parkinson’s disease motor symptoms: vision, state of the art, and challenges ahead. Journal of Parkinson’s disease 11, s1 (2021), S35–S47.
[18]
Florenc Demrozi, Cristian Turetta, Fadi Al Machot, Graziano Pravadelli, and Philipp H. Kindt. 2023. A Comprehensive Review of Automated Data Annotation Techniques in Human Activity Recognition. https://doi.org/10.48550/arXiv.2307.05988
[19]
Bauke W. Dijkstra, Moran Gilat, L. Eduardo Cofré Lizama, Martina Mancini, Bruno Bergmans, Sabine M. P. Verschueren, and Alice Nieuwboer. 2021. Impaired Weight-Shift Amplitude in People with Parkinson’s Disease with Freezing of Gait. Journal of Parkinson’s Disease 11, 3 (Jan. 2021), 1367–1380. https://doi.org/10.3233/JPD-202370
[20]
E Ray Dorsey, Floris P Vlaanderen, Lucien JLPG Engelen, Karl Kieburtz, William Zhu, Kevin M Biglan, Marjan J Faber, and Bastiaan R Bloem. 2016. Moving Parkinson care to the home. Movement Disorders 31, 9 (2016), 1258–1262.
[21]
Julie Doyle, Catherine Bailey, Ben Dromey, and Cliodhna Ni Scanaill. 2010. BASE - An interactive technology solution to deliver balance and strength exercises to older adults. 4th International ICST Conference on Pervasive Computing Technologies for Healthcare (Jan. 2010), 5. https://doi.org/10.4108/ICST.PERVASIVEHEALTH2010.8881
[22]
Barrett Ens, Benjamin Bach, Maxime Cordeil, Ulrich Engelke, Marcos Serrano, Wesley Willett, Arnaud Prouzeau, Christoph Anthes, Wolfgang Büschel, Cody Dunne, Tim Dwyer, Jens Grubert, Jason H. Haga, Nurit Kirshenbaum, Dylan Kobayashi, Tica Lin, Monsurat Olaosebikan, Fabian Pointecker, David Saffo, Nazmus Saquib, Dieter Schmalstieg, Danielle Albers Szafir, Matt Whitlock, and Yalong Yang. 2021. Grand Challenges in Immersive Analytics. In Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems(CHI ’21). Association for Computing Machinery, New York, NY, USA, 1–17. https://doi.org/10.1145/3411764.3446866
[23]
Pepe Eulzer, Robert Rockenfeller, and Kai Lawonn. 2022. HAExplorer: Understanding Interdependent Biomechanical Motions with Interactive Helical Axes. In SIGCHI Conference on Human Factors in Computing Systems(CHI ’22). Association for Computing Machinery, New York, NY, USA, 1–16. https://doi.org/10.1145/3491102.3501841
[24]
Dustin Freeman, Hrvoje Benko, Meredith Ringel Morris, and Daniel Wigdor. 2009. ShadowGuides: visualizations for in-situ learning of multi-touch and whole-hand gestures. In Proceedings of the ACM International Conference on Interactive Tabletops and Surfaces. ACM, Banff Alberta Canada, 165–172. https://doi.org/10.1145/1731903.1731935
[25]
Jaime Garcia and Karla Felix Navarro. 2014. The Mobile RehApp(TM): an AR-based mobile game for ankle sprain rehabilitation. IEEE International Conference on Serious Games and Applications for Health (SeGAH) (May 2014). https://doi.org/10.1109/SeGAH.2014.7067087
[26]
Nubia Gil, Nick Hine, John Arnott, Julienne Hanson, Richard Curry, Telmo Amaral, and Dorota Osipovič. 2007. Data visualisation and data mining technology for supporting care for older people. 146 pages. https://doi.org/10.1145/1296843.1296868
[27]
David Grabli, Carine Karachi, Marie-Laure Welter, Brian Lau, Etienne C. Hirsch, Marie Vidailhet, and Chantal François. 2012. Normal and pathological gait: what we learn from Parkinson’s disease. Journal of Neurology, Neurosurgery, and Psychiatry 83, 10 (Oct. 2012), 979–985. https://doi.org/10.1136/jnnp-2012-302263
[28]
Mark Harrower and Cynthia A. Brewer. 2003. ColorBrewer.org: An Online Tool for Selecting Colour Schemes for Maps. The Cartographic Journal 40, 1 (June 2003), 27–37. https://doi.org/10.1179/000870403235002042
[29]
Florian Heinrich, Vikram Apilla, Kai Lawonn, Christian Hansen, Bernhard Preim, and Monique Meuschke. 2021. Estimating depth information of vascular models: A comparative user study between a virtual reality and a desktop application. Computers & Graphics 98 (2021), 210–217.
[30]
Javier Irizarry, Masoud Gheisari, Graceline Williams, and Bruce Walker. 2013. InfoSPOT: A mobile Augmented Reality method for accessing building information through a situation awareness approach. Automation in Construction 33 (Aug. 2013), 11–23. https://doi.org/10.1016/j.autcon.2012.09.002
[31]
Jiun-Yu Kao, Minh Nguyen, Luciano Nocera, Cyrus Shahabi, Antonio Ortega, Carolee Winstein, Ibrahim Sorkhoh, Yu-Chen Chung, Yi-An Chen, and Helen Bacon. 2016. Validation of Automated Mobility Assessment Using a Single 3D Sensor. Vol. 9914. https://doi.org/10.1007/978-3-319-48881-3_12
[32]
Oral Kaplan, Goshiro Yamamoto, Takafumi Taketomi, Yasuhide Yoshltake, Alexander Plopski, Christian Sandor, and Hirokazu Kato. 2018. Towards Situated Knee Trajectory Visualization for Self Analysis in Cycling. In 2018 IEEE Conference on Virtual Reality and 3D User Interfaces (VR). IEEE, Reutlingen, 595–596. https://doi.org/10.1109/VR.2018.8446212
[33]
D. Keefe, M. Ewert, W. Ribarsky, and R. Chang. 2009. Interactive Coordinated Multiple-View Visualization of Biomechanical Motion Data. IEEE Transactions on Visualization and Computer Graphics 15, 6 (Nov. 2009), 1383–1390. https://doi.org/10.1109/TVCG.2009.152
[34]
Simon Kloiber, Volker Settgast, Christoph Schinko, Martin Weinzerl, Johannes Fritz, Tobias Schreck, and Reinhold Preiner. 2020. Immersive analysis of user motion in VR applications. The Visual Computer 36, 10 (Oct. 2020), 1937–1949. https://doi.org/10.1007/s00371-020-01942-1
[35]
Ranjit Kolkar and Geetha V. 2023. Human Activity Behavioural Pattern Recognition in Smarthome with Long-hour Data Collection. http://arxiv.org/abs/2306.13374
[36]
Matthias Kraus, Karsten Klein, Johannes Fuchs, Daniel Keim, Falk Schreiber, Michael Sedlmair, and Theresa-Marie Rhyne. 2021. The Value of Immersive Visualization. IEEE computer graphics and applications 41, 4 (2021), 125–132. https://doi.org/10.1109/MCG.2021.3075258
[37]
Benjamin Lee, Dave Brown, Bongshin Lee, Christophe Hurter, Steven Drucker, and Tim Dwyer. 2021. Data Visceralization: Enabling Deeper Understanding of Data Using Virtual Reality. IEEE Transactions on Visualization and Computer Graphics 27, 2 (Feb. 2021), 1095–1105. https://doi.org/10.1109/TVCG.2020.3030435
[38]
Michael D. Lewek, Roxanne Poole, Julia Johnson, Omar Halawa, and Xuemei Huang. 2010. Arm swing magnitude and asymmetry during gait in the early stages of Parkinson’s disease. Gait & Posture 31, 2 (Feb. 2010), 256–260. https://doi.org/10.1016/j.gaitpost.2009.10.013
[39]
Tica Lin, Rishi Singh, Yalong Yang, Carolina Nobre, Johanna Beyer, Maurice A. Smith, and Hanspeter Pfister. 2021. Towards an Understanding of Situated AR Visualization for Basketball Free-Throw Training. In Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems. 1–13. https://doi.org/10.1145/3411764.3445649
[40]
Xudong Lin, Fabio Petroni, Gedas Bertasius, Marcus Rohrbach, Shih-Fu Chang, and Lorenzo Torresani. 2022. Learning To Recognize Procedural Activities with Distant Supervision. https://doi.org/10.48550/arXiv.2201.10990
[41]
Weizhou Luo, Zhongyuan Yu, Rufat Rzayev, Marc Satkowski, Stefan Gumhold, Matthew McGinity, and Raimund Dachselt. 2023. PEARL: Physical Environment based Augmented Reality Lenses for In-Situ Human Movement Analysis. https://doi.org/10.1145/3544548.3580715
[42]
F. I. Mahoney and D. W. Barthel. 1965. Functional Evaluation: The Barathel Index. Maryland State Medical Journal 14 (Feb. 1965), 61–65.
[43]
Timothy Malche, Sumegh Tharewal, Pradeep Kumar Tiwari, Mohamed Yaseen Jabarulla, Abeer Ali Alnuaim, Wesam Atef Hatamleh, and Mohammad Aman Ullah. 2022. Artificial Intelligence of Things- (AIoT-) Based Patient Activity Tracking System for Remote Patient Monitoring. Journal of Healthcare Engineering 2022 (March 2022), 1–15. https://doi.org/10.1155/2022/8732213
[44]
Kim Marriott, Falk Schreiber, Tim Dwyer, Karsten Klein, Nathalie Henry Riche, Takayuki Itoh, Wolfgang Stuerzlinger, and Bruce H. Thomas (Eds.). 2018. Immersive Analytics. Lecture Notes in Computer Science, Vol. 11190. Springer International Publishing, Cham. https://doi.org/10.1007/978-3-030-01388-2
[45]
Ahmed A. Moustafa, Srinivasa Chakravarthy, Joseph R. Phillips, Ankur Gupta, Szabolcs Keri, Bertalan Polner, Michael J. Frank, and Marjan Jahanshahi. 2016. Motor symptoms in Parkinson’s disease: A unified framework. Neuroscience and Biobehavioral Reviews 68 (Sept. 2016), 727–740. https://doi.org/10.1016/j.neubiorev.2016.07.010
[46]
Maurice Mulvenna, William Carswell, Paul Mccullagh, Juan Augusto, Huiru Zheng, Paul Jeffers, Haiying Wang, and Suzanne Martin. 2011. Visualization of data for ambient assisted living services. IEEE Communications Magazine 49, 1 (Jan. 2011), 110–117. https://doi.org/10.1109/MCOM.2011.5681023
[47]
Minh Nguyen, Zaki Hasnain, Ming Li, Tanya Dorff, David Quinn, Sanjay Purushotham, Luciano Nocera, Paul Newton, Peter Kuhn, Jorge Nieva, and Cyrus Shahabi. 2017. Mining Human Mobility to Quantify Performance Status. 1177 pages. https://doi.org/10.1109/ICDMW.2017.168
[48]
Catherine Plaisant, Richard Mushlin, Aaron Snyder, Jia Li, Dan Heller, and Ben Shneiderman. 2003. LifeLines: Using Visualization to Enhance Navigation and Analysis of Patient Records. In The Craft of Information Visualization. Morgan Kaufmann, San Francisco, 308–312. https://doi.org/10.1016/B978-155860915-0/50038-X
[49]
Bernd Ploderer, Justin Fong, Marlena Klaic, Siddharth Nair, Frank Vetere, L. Eduardo Cofré Lizama, and Mary Pauline Galea. 2016. How Therapists Use Visualizations of Upper Limb Movement Information From Stroke Patients: A Qualitative Study With Simulated Information. JMIR Rehabilitation and Assistive Technologies 3, 2 (Oct. 2016), e9. https://doi.org/10.2196/rehab.6182
[50]
Maneesha V Ramesh, Sruthy Anand, and P. Rekha. 2012. A mobile software for health professionals to monitor remote patients. Ninth International Conference on Wireless and Optical Communications Networks (WOCN) (Sept. 2012), 1–4. https://doi.org/10.1109/WOCN.2012.6335565
[51]
Parisa Rashidi and Diane J. Cook. 2010. Mining and monitoring patterns of daily routines for assisted living in real world settings. In Proceedings of the 1st ACM International Health Informatics Symposium. ACM, Arlington Virginia USA, 336–345. https://doi.org/10.1145/1882992.1883040
[52]
Patrick Reipschläger, Frederik Brudy, Raimund Dachselt, Justin Matejka, George Fitzmaurice, and Fraser Anderson. 2022. AvatAR: An Immersive Analysis Environment for Human Motion Data Combining Interactive 3D Avatars and Trajectories. In CHI Conference on Human Factors in Computing Systems. ACM, New Orleans LA USA, 1–15. https://doi.org/10.1145/3491102.3517676
[53]
Saskia Robben, Mario Boot, Marije Kanis, and Ben Krose. [n. d.]. Identifying and Visualizing Relevant Deviations in Longitudinal Sensor Patterns for Care Professionals. ([n. d.]).
[54]
Jen Rogers, Nicholas Spina, Ashley Neese, Rachel Hess, Darrel Brodke, and Alexander Lex. 2019. Composer—Visual Cohort Analysis of Patient Outcomes. Applied Clinical Informatics 10, 02 (March 2019), 278–285. https://doi.org/10.1055/s-0039-1687862
[55]
Michael Sedlmair, Miriah Meyer, and Tamara Munzner. 2012. Design Study Methodology: Reflections from the Trenches and the Stacks. IEEE Transactions on Visualization and Computer Graphics 18, 12 (Dec. 2012), 2431–2440. https://doi.org/10.1109/TVCG.2012.213
[56]
Stephen Smart, Keke Wu, and Danielle Albers Szafir. 2019. Color Crafting: Automating the Construction of Designer Quality Color Ramps. http://arxiv.org/abs/1908.00629
[57]
Arthur A. Stone, Saul Shiffman, Joseph E. Schwartz, Joan E. Broderick, and Michael R. Hufford. 2002. Patient non-compliance with paper diaries. BMJ (Clinical research ed.) 324, 7347 (May 2002), 1193–1194. https://doi.org/10.1136/bmj.324.7347.1193
[58]
Richard Tang, Xing-Dong Yang, Scott Bateman, Joaquim Jorge, and Anthony Tang. 2015. Physio@Home: Exploring Visual Guidance and Feedback Techniques for Physiotherapy Exercises. In Proceedings of the 33rd Annual ACM Conference on Human Factors in Computing Systems. ACM, Seoul Republic of Korea, 4123–4132. https://doi.org/10.1145/2702123.2702401
[59]
Qianwen Wang, Tali Mazor, Theresa A Harbig, Ethan Cerami, and Nils Gehlenborg. 2022. ThreadStates: State-based Visual Analysis of Disease Progression. IEEE Transactions on Visualization and Computer Graphics 28, 1 (Jan. 2022), 238–247. https://doi.org/10.1109/TVCG.2021.3114840
[60]
Yang Wang, Vinh Tran, Gedas Bertasius, Lorenzo Torresani, and Minh Hoai. 2019. Attentive Action and Context Factorization. British Machine Vision Virtual Conference (April 2019). https://doi.org/10.48550/arXiv.1904.05410
[61]
Zeyu Wang, Cuong Nguyen, Paul Asente, and Julie Dorsey. 2023. PointShopAR: Supporting Environmental Design Prototyping Using Point Cloud in Augmented Reality. Proceedings of the 2023 CHI Conference on Human Factors in Computing Systems (2023). https://doi.org/10.1145/3544548.3580776
[62]
Griffin M Weber, Harrison G Zhang, Sehi L’Yi, Clara-Lea Bonzel, Chuan Hong, Paul Avillach, Alba Gutiérrez-Sacristán, Nathan P Palmer, Amelia Li Min Tan, Xuan Wang, William Yuan, Nils Gehlenborg, Anna Alloni, Danilo F Amendola, Antonio Bellasi, Riccardo Bellazzi, Michele Beraghi, Mauro Bucalo, Luca Chiovato, Kelly Cho, Arianna Dagliati, Hossein Estiri, Robert W Follett, Noelia García Barrio, David A Hanauer, Darren W Henderson, Yuk-Lam Ho, John H Holmes, Meghan R Hutch, Ramakanth Kavuluru, Katie Kirchoff, Jeffrey G Klann, Ashok K Krishnamurthy, Trang T Le, Molei Liu, Ne Hooi Will Loh, Sara Lozano-Zahonero, Yuan Luo, Sarah Maidlow, Adeline Makoudjou, Alberto Malovini, Marcelo Roberto Martins, Bertrand Moal, Michele Morris, Danielle L Mowery, Shawn N Murphy, Antoine Neuraz, Kee Yuan Ngiam, Marina P Okoshi, Gilbert S Omenn, Lav P Patel, Miguel Pedrera Jiménez, Robson A Prudente, Malarkodi Jebathilagam Samayamuthu, Fernando J Sanz Vidorreta, Emily R Schriver, Petra Schubert, Pablo Serrano Balazote, Byorn Wl Tan, Suzana E Tanni, Valentina Tibollo, Shyam Visweswaran, Kavishwar B Wagholikar, Zongqi Xia, Daniela Zöller, The Consortium For Clinical Characterization Of COVID-19 By EHR (4CE), Isaac S Kohane, Tianxi Cai, Andrew M South, and Gabriel A Brat. 2021. International Changes in COVID-19 Clinical Trajectories Across 315 Hospitals and 6 Countries: Retrospective Cohort Study (Preprint). preprint. Journal of Medical Internet Research. https://doi.org/10.2196/preprints.31400
[63]
Matt Whitlock, Stephen Smart, and Danielle Albers Szafir. 2020. Graphical Perception for Immersive Analytics. IEEE Conference on Virtual Reality and 3D User Interfaces (VR) (May 2020). https://doi.org/10.1109/VR46266.2020.00084
[64]
Matt Whitlock, Keke Wu, and Danielle Szafir. 2019. Designing for Mobile and Immersive Visual Analytics in the Field. http://arxiv.org/abs/1908.00680
[65]
Wesley Willett, Yvonne Jansen, and Pierre Dragicevic. 2017. Embedded Data Representations. IEEE Transactions on Visualization and Computer Graphics 23, 1 (Jan. 2017), 461–470. https://doi.org/10.1109/TVCG.2016.2598608
[66]
Ungyeon Yang and Gerard Kim. 2002. Implementation and Evaluation of “Just Follow Me”: An Immersive, VR-Based, Motion-Training System. Presence 11 (June 2002), 304–323. https://doi.org/10.1162/105474602317473240
[67]
Jeff Zacks, Ellen Levy, Barbara Tversky, and Diane Schiano. 1998. Reading Bar Graphs: Effects of Extraneous Depth Cues and Graphical Context. Journal of Experimental Psychology: Applied 4 (June 1998), 119–138. https://doi.org/10.1037/1076-898X.4.2.119
[68]
Qian Zhang, Akshay Paruchuri, YoungWoon Cha, Jiabin Huang, Jade Kandel, Howard Jiang, Adrian Ilie, Andrei State, Danielle Albers Szafir, Daniel Szafir, and Henry Fuchs. 2023. Reconstruction of Human Body Pose and Appearance Using Body-Worn IMUs and a Nearby Camera View for Collaborative Egocentric Telepresence. In 2023 IEEE Conference on Virtual Reality and 3D User Interfaces Abstracts and Workshops (VRW). 96–97. https://doi.org/10.1109/VRW58643.2023.00025
[69]
Yixuan Zhang, Kartik Chanana, and Cody Dunne. 2019. IDMVis: Temporal Event Sequence Visualization for Type 1 Diabetes Treatment Decision Support. IEEE Transactions on Visualization and Computer Graphics 25, 1 (Jan. 2019), 512–522. https://doi.org/10.1109/TVCG.2018.2865076
[70]
Zhiyuan Zhang, David Gotz, and Adam Perer. 2015. Iterative cohort analysis and exploration. Information Visualization 14, 4 (Oct. 2015), 289–307. https://doi.org/10.1177/1473871614526077
[71]
Zhongna Zhou, Xi Chen, Yu-Chia Chung, Zhihai He, T.X. Han, and J.M. Keller. 2008. Activity Analysis, Summarization, and Visualization for Indoor Human Activity Monitoring. IEEE Transactions on Circuits and Systems for Video Technology 18, 11 (Nov. 2008), 1489–1498. https://doi.org/10.1109/TCSVT.2008.2005612
[72]
Xiaoyan Zhou, Yalong Yang, Francisco Ortega, Anil Ufuk Batmaz, and Benjamin Lee. 2023. Data-driven Storytelling in Hybrid Immersive Display Environments. IEEE International Symposium on Mixed and Augmented Reality Adjunct (2023). https://doi.org/10.48550/ARXIV.2308.13015

Recommendations

Comments

Information & Contributors

Information

Published In

cover image ACM Conferences
CHI '24: Proceedings of the 2024 CHI Conference on Human Factors in Computing Systems
May 2024
18961 pages
ISBN:9798400703300
DOI:10.1145/3613904
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than the author(s) must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected].

Sponsors

Publisher

Association for Computing Machinery

New York, NY, United States

Publication History

Published: 11 May 2024

Permissions

Request permissions for this article.

Check for updates

Author Tags

  1. Health
  2. Immersive Analytics
  3. Visualization

Qualifiers

  • Research-article
  • Research
  • Refereed limited

Funding Sources

Conference

CHI '24

Acceptance Rates

Overall Acceptance Rate 6,199 of 26,314 submissions, 24%

Upcoming Conference

CHI 2025
ACM CHI Conference on Human Factors in Computing Systems
April 26 - May 1, 2025
Yokohama , Japan

Contributors

Other Metrics

Bibliometrics & Citations

Bibliometrics

Article Metrics

  • 0
    Total Citations
  • 737
    Total Downloads
  • Downloads (Last 12 months)737
  • Downloads (Last 6 weeks)55
Reflects downloads up to 26 Jan 2025

Other Metrics

Citations

View Options

Login options

View options

PDF

View or Download as a PDF file.

PDF

eReader

View online with eReader.

eReader

Full Text

View this article in Full Text.

Full Text

HTML Format

View this article in HTML Format.

HTML Format

Figures

Tables

Media

Share

Share

Share this Publication link

Share on social media