research-article

Public Access

Grand Challenges in Immersive Analytics

CHI '21: Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems

Article No.: 459, Pages 1 - 17

https://doi.org/10.1145/3411764.3446866

Published: 07 May 2021 Publication History

All formats PDF

Abstract

Immersive Analytics is a quickly evolving field that unites several areas such as visualisation, immersive environments, and human-computer interaction to support human data analysis with emerging technologies. This research has thrived over the past years with multiple workshops, seminars, and a growing body of publications, spanning several conferences. Given the rapid advancement of interaction technologies and novel application domains, this paper aims toward a broader research agenda to enable widespread adoption. We present 17 key research challenges developed over multiple sessions by a diverse group of 24 international experts, initiated from a virtual scientific workshop at ACM CHI 2020. These challenges aim to coordinate future work by providing a systematic roadmap of current directions and impending hurdles to facilitate productive and effective applications for Immersive Analytics.

References

[1]

S. Aarthi and S. Chitrakala. 2017. Scene understanding - A survey. In International Conference on Computer, Communication, and Signal Processing: Special Focus on IoT, ICCCSP 2017. 1–4. https://doi.org/10.1109/ICCCSP.2017.7944094

[2]

Jason Alexander, Anne Roudaut, Jürgen Steimle, Kasper Hornbæk, Miguel Bruns Alonso, Sean Follmer, and Timothy Merritt. 2018. Grand challenges in Shape-changing interface research. In Conference on Human Factors in Computing Systems - Proceedings, Vol. 2018-April. 1–14. https://doi.org/10.1145/3173574.3173873

Digital Library

[3]

Apple Inc.2020. ARAnchor, ARKit. https://developer.apple.com/documentation/arkit/aranchor

[4]

Clemens Arth, Christian Pirchheim, Jonathan Ventura, Dieter Schmalstieg, and Vincent Lepetit. 2015. Instant Outdoor Localization and SLAM Initialization from 2.5D Maps. IEEE Transactions on Visualization and Computer Graphics 21, 11 (nov 2015), 1309–1318. https://doi.org/10.1109/TVCG.2015.2459772

Digital Library

[5]

Benjamin Bach, Maxime Cordeil, Tim Dwyer, Bongshin Lee, Bahador Saket, Alex Endert, Christopher Collins, and Sheelagh Carpendale. 2017. Immersive analytics: Exploring future visualization and interaction technologies for data analytics. In IEEE VIS, Accepted Workshop, Vol. 2.

[6]

Benjamin Bach, Maxime Cordeil, Engelke, Barrett Ulrich Ens, Marcos Serrano, and Wesley Willett. 2019. Interaction design & prototyping for immersive analytics. In Conference on Human Factors in Computing Systems - Proceedings. https://doi.org/10.1145/3290607.3299019

Digital Library

[7]

Benjamin Bach, Raimund Dachselt, Sheelagh Carpendale, Tim Dwyer, Christopher Collins, and Bongshin Lee. 2016. Immersive analytics: Exploring future interaction and visualization technologies for data analytics. In Proceedings of the 2016 ACM International Conference on Interactive Surfaces and Spaces: Nature Meets Interactive Surfaces, ISS 2016(ISS ’16). Association for Computing Machinery, New York, NY, USA, 529–533. https://doi.org/10.1145/2992154.2996365

Digital Library

[8]

Benjamin Bach, Ronell Sicat, Johanna Beyer, Maxime Cordeil, and Hanspeter Pfister. 2018. The Hologram in My Hand: How Effective is Interactive Exploration of 3D Visualizations in Immersive Tangible Augmented Reality?IEEE Transactions on Visualization and Computer Graphics 24, 1(2018), 457–467. https://doi.org/10.1109/TVCG.2017.2745941

[9]

Benjamin Bach, Ronell Sicat, Hanspeter Pfister, and Aaron Quigley. 2017. Drawing into the AR-Canvas: Designing Embedded Visualizations for Augmented Reality. Technical Report. http://www.aviz.fr/~bbach/arcanvas/Bach2017arcanvas.pdf

[10]

Andrea Batch, Andrew Cunningham, Maxime Cordeil, Niklas Elmqvist, Tim Dwyer, Bruce H. Thomas, and Kim Marriott. 2020. There Is No Spoon: Evaluating Performance, Space Use, and Presence with Expert Domain Users in Immersive Analytics. IEEE Transactions on Visualization and Computer Graphics 26, 1(2020), 536–546. https://doi.org/10.1109/TVCG.2019.2934803

[11]

Verena Biener, Daniel Schneider, Travis Gesslein, Alexander Otte, Bastian Kuth, Per Ola Kristensson, Eyal Ofek, Michel Pahud, and Jens Grubert. 2020. Breaking the Screen: Interaction across Touchscreen Boundaries in Virtual Reality for Mobile Knowledge Workers. In IEEE Transactions on Visualization and Computer Graphics, Vol. 26. 3490–3502. https://doi.org/10.1109/TVCG.2020.3023567 arxiv:2008.04559

[12]

Mark Billinghurst, Maxime Cordeil, Anastasia Bezerianos, and Todd Margolis. 2018. Collaborative immersive analytics. In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Vol. 11190 LNCS. Springer, 221–257. https://doi.org/10.1007/978-3-030-01388-2_8

[13]

Óscar Blanco-Novoa, Paula Fraga-Lamas, Miguel A. Vilar-Montesinos, and Tiago M. Fernández-Caramés. 2020. Creating the internet of augmented things: An open-source framework to make iot devices and augmented and mixed reality systems talk to each other. Sensors (Switzerland) 20, 11 (2020), 1–26. https://doi.org/10.3390/s20113328

[14]

Wolfgang Büschel, Annett Mitschick, Thomas Meyer, and Raimund Dachselt. 2019. Investigating smartphone-based pan and zoom in 3D data spaces in augmented reality. In Proceedings of the 21st International Conference on Human-Computer Interaction with Mobile Devices and Services, MobileHCI 2019(MobileHCI ’19). Association for Computing Machinery, New York, NY, USA. https://doi.org/10.1145/3338286.3340113

Digital Library

[15]

Peter William Scott Butcher, Nigel W. John, and Panagiotis D. Ritsos. 2020. VRIA: A Web-based Framework for Creating Immersive Analytics Experiences. IEEE Transactions on Visualization and Computer Graphics (2020), 1–1. https://doi.org/10.1109/tvcg.2020.2965109

Digital Library

[16]

Simon Butscher, Sebastian Hubenschmid, Jens Müller, Johannes Fuchs, and Harald Reiterer. 2018. Clusters, trends, and outliers: How Immersive technologies can facilitate the collaborative analysis of multidimensional data. In Conference on Human Factors in Computing Systems - Proceedings, Vol. 2018-April. 1–12. https://doi.org/10.1145/3173574.3173664

Digital Library

[17]

Stuart K Card. 2018. The psychology of human-computer interaction. Crc Press.

Digital Library

[18]

Stephen J. Ceci, Dan M. Kahan, and Donald Braman. 2010. The WEIRD are even weirder than you think: Diversifying contexts is as important as diversifying samples. Behavioral and Brain Sciences 33, 2-3 (2010), 87–88. https://doi.org/10.1017/S0140525X10000063

[19]

Ho Seung Cha, Seong Jun Choi, and Chang Hwan Im. 2020. Real-time recognition of facial expressions using facial electromyograms recorded around the eyes for social virtual reality applications. IEEE Access 8(2020), 62065–62075. https://doi.org/10.1109/ACCESS.2020.2983608

[20]

Tom Chandler, Maxime Cordeil, Tobias Czauderna, Tim Dwyer, Jaroslaw Glowacki, Cagatay Goncu, Matthias Klapperstueck, Karsten Klein, Kim MAR-RIOTT, and Falk Schreiber. 2015. Immersive Analytics. In 2015 Big Data Visual Analytics (BDVA)(2015). In IEEE, Sept. 1–8.

[21]

Zhutian Chen, Yijia Su, Yifang Wang, Qianwen Wang, Huamin Qu, and Yingcai Wu. 2020. MARVisT: Authoring Glyph-Based Visualization in Mobile Augmented Reality. IEEE Transactions on Visualization and Computer Graphics 26, 8(2020), 2645–2658. https://doi.org/10.1109/TVCG.2019.2892415

Digital Library

[22]

Zhutian Chen, Wai Tong, Qianwen Wang, Benjamin Bach, and Huamin Qu. 2020. Augmenting Static Visualizations with PapARVis Designer. In Conference on Human Factors in Computing Systems - Proceedings. 1–12. https://doi.org/10.1145/3313831.3376436

Digital Library

[23]

Andy Cockburn, Carl Gutwin, Joey Scarr, and Sylvain Malacria. 2014. Supporting novice to expert transitions in user interfaces. Comput. Surveys 47, 2 (nov 2014). https://doi.org/10.1145/2659796

Digital Library

[24]

Maxime Cordeil, Benjamin Bach, Andrew Cunningham, Bastian Montoya, Ross T. Smith, Bruce H. Thomas, and Tim Dwyer. 2020. Embodied Axes: Tangible, Actuated Interaction for 3D Augmented Reality Data Spaces. In Conference on Human Factors in Computing Systems - Proceedings. 1–12. https://doi.org/10.1145/3313831.3376613

Digital Library

[25]

Maxime Cordeil, Benjamin Bach, Yongchao Li, Elliott Wilson, and Tim Dwyer. 2017. Design space for spatio-data coordination: Tangible interaction devices for immersive information visualisation. In IEEE Pacific Visualization Symposium. IEEE, 46–50. https://doi.org/10.1109/PACIFICVIS.2017.8031578

[26]

Maxime Cordeil, Andrew Cunningham, Benjamin Bach, Christophe Hurter, Bruce H. Thomas, Kim Marriott, and Tim Dwyer. 2019. IATK: An immersive analytics toolkit. In 26th IEEE Conference on Virtual Reality and 3D User Interfaces, VR 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 200–209. https://doi.org/10.1109/VR.2019.8797978

[27]

Maxime Cordeil, Andrew Cunningham, Tim Dwyer, Bruce H. Thomas, and Kim Marriott. 2017. ImAxes: Immersive axes as embodied affordances for interactive multivariate data visualisation. UIST 2017 - Proceedings of the 30th Annual ACM Symposium on User Interface Software and Technology(2017), 71–83. https://doi.org/10.1145/3126594.3126613

Digital Library

[28]

Maxime Cordeil and Tim Dwyer. 2019. Introduction to IATK: An immersive visual analytics toolkit. In ISS 2019 - Proceedings of the 2019 ACM International Conference on Interactive Surfaces and Spaces. 431–435. https://doi.org/10.1145/3343055.3361927

Digital Library

[29]

Maxime Cordeil, Tim Dwyer, Karsten Klein, Bireswar Laha, Kim Marriott, and Bruce H. Thomas. 2017. Immersive Collaborative Analysis of Network Connectivity: CAVE-style or Head-Mounted Display?IEEE Transactions on Visualization and Computer Graphics 23, 1(2017), 441–450. https://doi.org/10.1109/TVCG.2016.2599107

Digital Library

[30]

Kurtis Danyluk and Wesley Willett. 2019. Evaluating the Performance of Virtual Reality Navigation Techniques for Large Environments. In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Vol. 11542 LNCS. Springer, 203–215. https://doi.org/10.1007/978-3-030-22514-8_17

[31]

Ciro Donalek, S. G. Djorgovski, Alex Cioc, Anwell Wang, Jerry Zhang, Elizabeth Lawler, Stacy Yeh, Ashish Mahabal, Matthew Graham, Andrew Drake, Scott Davidoff, Jeffrey S. Norris, and Giuseppe Longo. 2015. Immersive and collaborative data visualization using virtual reality platforms. In Proceedings - 2014 IEEE International Conference on Big Data, IEEE Big Data 2014. IEEE, 609–614. https://doi.org/10.1109/BigData.2014.7004282

[32]

Andre Doucette, Carl Gutwin, Regan Mandryk, Miguel Nacenta, and Sunny Sharma. 2013. Sometimes when we touch: How arm embodiments change reaching and coordination on digital tables. In Proceedings of the ACM Conference on Computer Supported Cooperative Work, CSCW(CSCW ’13). Association for Computing Machinery, New York, NY, USA, 193–202. https://doi.org/10.1145/2441776.2441799

Digital Library

[33]

Tafadzwa Joseph Dube and Ahmed Sabbir Arif. 2019. Text Entry in Virtual Reality: A Comprehensive Review of the Literature. In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Masaaki Kurosu (Ed.), Vol. 11567 LNCS. Springer International Publishing, Cham, 419–437. https://doi.org/10.1007/978-3-030-22643-5_33

Digital Library

[34]

Tim Dwyer, Kim Marriott, Tobias Isenberg, Karsten Klein, Nathalie Riche, Falk Schreiber, Wolfgang Stuerzlinger, and Bruce H. Thomas. 2018. Immersive analytics: an introduction. In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Vol. 11190 LNCS. Springer Verlag, 1–23. https://doi.org/10.1007/978-3-030-01388-2_1

[35]

Tim Dwyer, Nathalie Henry Riche, Karsten Klein, Wolfgang Stuerzlinger, and Bruce Thomas. 2016. Immersive Analytics (Dagstuhl Seminar 16231). Dagstuhl Reports 6, 6 (2016), 1–9. https://doi.org/10.4230/DagRep.6.6.1

[36]

Anna Eiberger, Per Ola Kristensson, Susanne Mayr, Matthias Kranz, and Jens Grubert. 2019. Effects of depth layer switching between an optical see-through head-mounted display and a body-proximate display. In Symposium on Spatial User Interaction. 1–9.

Digital Library

[37]

Niklas Elmqvist and Pourang Irani. 2013. Ubiquitous analytics: Interacting with big data anywhere, anytime. Computer 46, 4 (2013), 86–89. https://doi.org/10.1109/MC.2013.147

Digital Library

[38]

Niklas Elmqvist, Andrew Vande Moere, Hans Christian Jetter, Daniel Cernea, Harald Reiterer, and T. J. Jankun-Kelly. 2011. Fluid interaction for information visualization. Information Visualization 10, 4 (oct 2011), 327–340. https://doi.org/10.1177/1473871611413180

Digital Library

[39]

Niklas Elmqvist and Ji Soo Yi. 2015. Patterns for visualization evaluation. Information Visualization 14, 3 (2015), 250–269. https://doi.org/10.1177/1473871613513228

[40]

Neven A.M. ElSayed, Bruce H. Thomas, Kim Marriott, Julia Piantadosi, and Ross T. Smith. 2016. Situated Analytics: Demonstrating immersive analytical tools with Augmented Reality. Journal of Visual Languages and Computing 36 (2016), 13–23. https://doi.org/10.1016/j.jvlc.2016.07.006

Digital Library

[41]

Neven A.M. Elsayed, Bruce H. Thomas, Ross T. Smith, Kim Marriott, and Julia Piantadosi. 2015. Using augmented reality to support situated analytics. In 2015 IEEE Virtual Reality Conference, VR 2015 - Proceedings. 175–176. https://doi.org/10.1109/VR.2015.7223352

[42]

Ulrich Engelke, Maxime Cordeil, Andrew Cunningham, and Barrett Ens. 2019. Immersive analytics. In SIGGRAPH Asia 2019 Courses, SA 2019(SA ’19). Association for Computing Machinery, New York, NY, USA. https://doi.org/10.1145/3355047.3359391

Digital Library

[43]

Ulrich Engelke, Maxime Cordeil, Andrew Cunningham, and Barrett Ens. 2019. Immersive analytics. SIGGRAPH Asia 2019 Courses, SA 2019 (may 2019). https://doi.org/10.1145/3355047.3359391

Digital Library

[44]

Barrett Ens, Fraser Anderson, Tovi Grossman, Michelle Annett, Pourang Irani, and George Fitzmaurice. 2017. Ivy: Exploring spatially situated visual programming for authoring and understanding intelligent environments. Proceedings - Graphics Interface(2017), 156–163. https://doi.org/10.20380/gi2017.20

[45]

Barrett Ens, Benjamin Bach, Maxime Cordeil, Ulrich Engelke, Marcos Serrano, and Wesley Willett. 2020. Envisioning future productivity for immersive analytics. In Conference on Human Factors in Computing Systems - Proceedings(CHI EA ’20). Association for Computing Machinery, New York, NY, USA, 1–7. https://doi.org/10.1145/3334480.3375145

Digital Library

[46]

Barrett Ens, Sarah Goodwin, Arnaud Prouzeau, Fraser Anderson, Florence Y. Wang, Samuel Gratzl, Zac Lucarelli, Brendan Moyle, Jim Smiley, and Tim Dwyer. 2020. Uplift: A Tangible and Immersive Tabletop System for Casual Collaborative Visual Analytics. IEEE Transactions on Visualization and Computer Graphics (2020), 1–1. https://doi.org/10.1109/tvcg.2020.3030334

[47]

Barrett Ens and Pourang Irani. 2017. Spatial analytic interfaces: Spatial user interfaces for in situ visual analytics. IEEE Computer Graphics and Applications 37, 2 (2017), 66–79. https://doi.org/10.1109/MCG.2016.38

Digital Library

[48]

J A W Filho, W Stuerzlinger, and L Nedel. 2020. Evaluating an Immersive Space-Time Cube Geovisualization for Intuitive Trajectory Data Exploration. IEEE Transactions on Visualization and Computer Graphics 26, 1(2020), 514–524. https://doi.org/10.1109/TVCG.2019.2934415

[49]

George W. Fitzmaurice. 1993. Situated information spaces and spatially aware palmtop computers. Commun. ACM 36, 7 (1993), 39–49. https://doi.org/10.1145/159544.159566

Digital Library

[50]

Sean Follmer, Daniel Leithinger, Alex Olwal, Akimitsu Hogge, and Hiroshi Ishii. 2013. InFORM: Dynamic Physical Affordances and Constraints through shape and object actuation. In UIST 2013 - Proceedings of the 26th Annual ACM Symposium on User Interface Software and Technology(UIST ’13). Association for Computing Machinery, New York, NY, USA, 417–426. https://doi.org/10.1145/2501988.2502032

Digital Library

[51]

Adrien Fonnet and Yannick Prie. 2019. Survey of Immersive Analytics. IEEE Transactions on Visualization and Computer Graphics (2019), 1–1. https://doi.org/10.1109/tvcg.2019.2929033

[52]

Jann Philipp Freiwald, Nicholas Katzakis, and Frank Steinicke. 2018. Camera time warp: Compensating latency in video see-through head-mounted-displays for reduced cybersickness effects. In Proceedings of the ACM Symposium on Virtual Reality Software and Technology, VRST(VRST ’18). Association for Computing Machinery, New York, NY, USA. https://doi.org/10.1145/3281505.3281521

Digital Library

[53]

Joseph L. Gabbard, Divya Gupta Mehra, and J. Edward Swan. 2019. Effects of ar display context switching and focal distance switching on human performance. IEEE Transactions on Visualization and Computer Graphics 25, 6(2019), 2228–2241. https://doi.org/10.1109/TVCG.2018.2832633

[54]

Travis Gesslein, Verena Biener, Philipp Gagel, Daniel Schneider, Per Ola Kristensson, Eyal Ofek, Michel Pahud, and Jens Grubert. 2020. Pen-based interaction with spreadsheets in mobile virtual reality. In 2020 IEEE International Symposium on Mixed and Augmented Reality (ISMAR). arxiv:2008.04543

[55]

Google LLC. 2020. Anchors, ARCore. https://developers.google.com/ar/develop/developer-guides/anchors

[56]

Saul Greenberg, Michael Boyle, and Jason Laberge. 1999. PDAs and shared public displays: Making personal information public, and public information personal. Personal and Ubiquitous Computing 3, 1-2 (1999), 54–64. https://doi.org/10.1007/bf01305320

[57]

Jens Grubert, Tobias Langlotz, Stefanie Zollmann, and Holger Regenbrecht. 2017. Towards pervasive augmented reality: Context-awareness in augmented reality. IEEE Transactions on Visualization and Computer Graphics 23, 6(2017), 1706–1724. https://doi.org/10.1109/TVCG.2016.2543720

Digital Library

[58]

Jens Grubert, Eyal Ofek, Michel Pahud, and Per Ola Kristensson. 2020. Back to the Future: Revisiting Mouse and Keyboard Interaction for HMD-based Immersive Analytics. In ACM CHI 2020 4th Workshop on Immersive Analytics: Envisioning Future Productivity for Immersive Analytics. arxiv:2009.02927http://arxiv.org/abs/2009.02927

[59]

Richard Hackathorn and Todd Margolis. 2017. Immersive analytics: Building virtual data worlds for collaborative decision support. In 2016 Workshop on Immersive Analytics, IA 2016. 44–47. https://doi.org/10.1109/IMMERSIVE.2016.7932382

[60]

Alireza Hassani, Alexey Medvedev, Arkady Zaslavsky, Pari Delir Haghighi, Prem Prakash Jayaraman, and Sea Ling. 2019. Efficient execution of complex context queries to enable near real-time smart IoT applications. Sensors (Switzerland) 19, 24 (2019). https://doi.org/10.3390/s19245457

[61]

Christopher Healey and James Enns. 2012. Attention and visual memory in visualization and computer graphics. IEEE Transactions on Visualization and Computer Graphics 18, 7(2012), 1170–1188. https://doi.org/10.1109/TVCG.2011.127

Digital Library

[62]

Morton Leonard Heilig. 1992. EL Cine del Futuro: The Cinema of the Future. Presence: Teleoperators and Virtual Environments 1, 3(1992), 279–294. https://doi.org/10.1162/pres.1992.1.3.279

[63]

Juan David Hincapié-Ramos, Xiang Guo, Paymahn Moghadasian, and Pourang Irani. 2014. Consumed endurance: A metric to quantify arm fatigue of mid-air interactions. In Conference on Human Factors in Computing Systems - Proceedings(CHI ’14). Association for Computing Machinery, New York, NY, USA, 1063–1072. https://doi.org/10.1145/2556288.2557130

Digital Library

[64]

Ilyena Hirskyj-Douglas, Mikko Kytö, and David McGookin. 2019. Head-mounted displays, smartphones, or smartwatches? – Augmenting conversations with digital representation of self. Proceedings of the ACM on Human-Computer Interaction 3, CSCW (nov 2019). https://doi.org/10.1145/3359281

Digital Library

[65]

James Hollan, Edwin Hutchins, and David Kirsh. 2000. Distributed Cognition: Toward a New Foundation for Human-Computer Interaction Research. ACM Transactions on Computer-Human Interaction 7, 2(2000), 174–196. https://doi.org/10.1145/353485.353487

Digital Library

[66]

Jim Hollan and Scott Stornetta. 1992. Beyond being there. In Conference on Human Factors in Computing Systems - Proceedings(CHI ’92). Association for Computing Machinery, New York, NY, USA, 119–125. https://doi.org/10.1145/142750.142769

Digital Library

[67]

Yi Jheng Huang, Takanori Fujiwara, Yun Xuan Lin, Wen Chieh Lin, and Kwan Liu Ma. 2017. A gesture system for graph visualization in virtual reality environments. In IEEE Pacific Visualization Symposium. IEEE, 41–45. https://doi.org/10.1109/PACIFICVIS.2017.8031577

[68]

Hikaru Ibayashi, Yuta Sugiura, Daisuke Sakamoto, Natsuki Miyata, Mitsunori Tada, Takashi Okuma, Takeshi Kurata, Masaaki Mochimaru, and Takeo Igarashi. 2015. Dollhouse VR: A multi-view, multi-user collaborative design workspace with VR technology. In SIGGRAPH Asia 2015 Emerging Technologies, SA 2015(SA ’15). Association for Computing Machinery, New York, NY, USA. https://doi.org/10.1145/2818466.2818480

Digital Library

[69]

Petra Isenberg, Niklas Elmqvist, Jean Scholtz, Daniel Cernea, Kwan Liu Ma, and Hans Hagen. 2011. Collaborative visualization: Definition, challenges, and research agenda. Information Visualization 10, 4 (oct 2011), 310–326. https://doi.org/10.1177/1473871611412817

Digital Library

[70]

Alexander Ivanov, Kurtis Danyluk, Christian Jacob, and Wesley Willett. 2019. A walk among the data. IEEE Computer Graphics and Applications 39, 3 (2019), 19–28. https://doi.org/10.1109/MCG.2019.2898941

Digital Library

[71]

Alexander Ivanov, Kurtis Thorvald Danyluk, and Wesley Willett. 2018. Exploration & anthropomorphism in immersive unit visualizations. In Conference on Human Factors in Computing Systems - Proceedings, Vol. 2018-April. 1–6. https://doi.org/10.1145/3170427.3188544

Digital Library

[72]

Raphaël James, Anastasia Bezerianos, Olivier Chapuis, Maxime Cordeil, Tim Dwyer, and Arnaud Prouzeau. 2020. Personal+Context navigation: combining AR and shared displays in Network Path-following. In arXiv. CHCCS/SCDHM. arxiv:2005.10612

[73]

Paul E. Ketelaar and Mark van Balen. 2018. The smartphone as your follower: The role of smartphone literacy in the relation between privacy concerns, attitude and behaviour towards phone-embedded tracking. Computers in Human Behavior 78 (2018), 174–182. https://doi.org/10.1016/j.chb.2017.09.034

Digital Library

[74]

Gregory Kramida. 2016. Resolving the vergence-accommodation conflict in head-mounted displays. IEEE Transactions on Visualization and Computer Graphics 22, 7(2016), 1912–1931. https://doi.org/10.1109/TVCG.2015.2473855

Digital Library

[75]

M. Kraus, N. Weiler, D. Oelke, J. Kehrer, D. A. Keim, and J. Fuchs. 2020. The Impact of Immersion on Cluster Identification Tasks. IEEE Transactions on Visualization and Computer Graphics 26, 1(2020), 525–535. https://doi.org/10.1109/TVCG.2019.2934395

[76]

Oh Hyun Kwon, Chris Muelder, Kyungwon Lee, and Kwan Liu Ma. 2016. A study of layout, rendering, and interaction methods for immersive graph visualization. IEEE Transactions on Visualization and Computer Graphics 22, 7(2016), 1802–1815. https://doi.org/10.1109/TVCG.2016.2520921

Digital Library

[77]

Heidi Lam, Enrico Bertini, Petra Isenberg, Catherine Plaisant, and Sheelagh Carpendale. 2012. Empirical studies in information visualization: Seven scenarios. IEEE Transactions on Visualization and Computer Graphics 18, 9(2012), 1520–1536. https://doi.org/10.1109/TVCG.2011.279

Digital Library

[78]

Benjamin Lee, Dave Brown, Bongshin Lee, Christophe Hurter, Steven Drucker, and Tim Dwyer. 2020. Data Visceralization: Enabling Deeper Understanding of Data Using Virtual Reality. IEEE Transactions on Visualization and Computer Graphics (2020), 1–1. https://doi.org/10.1109/tvcg.2020.3030435 arxiv:2009.00059

[79]

Benjamin Lee, Xiaoyun Hu, Maxime Cordeil, Arnaud Prouzeau, Bernhard Jenny, and Tim Dwyer. 2020. Shared Surfaces and Spaces: Collaborative Data Visualisation in a Co-located Immersive Environment. IEEE Transactions on Visualization and Computer Graphics (2020), 1–1. https://doi.org/10.1109/tvcg.2020.3030450 arxiv:2009.00050

[80]

Sarah M. Lehman, Haibin Ling, and Chiu C. Tan. 2020. ARCHIE: A User-Focused Framework for Testing Augmented Reality Applications in the Wild. In Proceedings - 2020 IEEE Conference on Virtual Reality and 3D User Interfaces, VR 2020. IEEE, 903–912. https://doi.org/10.1109/VR46266.2020.1581006269928

[81]

Jason Leigh, Krishna Bharadwaj, Arthur Nishimoto, Lance Long, Jason Haga, John Burns, Francis Cristobal, Jared McLean, Roberto Pelayo, Mahdi Belcaid, Dylan Kobayashi, Nurit Kirshenbaum, Troy Wooton, Alberto Gonzalez, Luc Renambot, Andrew Johnson, Maxine Brown, and Andrew Burks. 2019. Usage patterns of wideband display environments in e-science research, development and training. In Proceedings - IEEE 15th International Conference on eScience, eScience 2019. 301–310. https://doi.org/10.1109/eScience.2019.00041

[82]

Daniel Leithinger, Sean Follmer, Alex Olwal, Samuel Luescher, Akimitsu Hogge, Jinha Lee, and Hiroshi Ishii. 2013. Sublimate: State-changing virtual and physical rendering to augment interaction with shape displays. In Conference on Human Factors in Computing Systems - Proceedings(CHI ’13). Association for Computing Machinery, New York, NY, USA, 1441–1450. https://doi.org/10.1145/2470654.2466191

Digital Library

[83]

Li Jia Li, Richard Socher, and Li Fei-Fei. 2009. Towards total scene understanding: Classification, annotation and segmentation in an automatic framework. In 2009 IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, CVPR Workshops 2009, Vol. 2009 IEEE Computer Society Conference on Computer Vision and Pattern Recognition. 2036–2043. https://doi.org/10.1109/CVPRW.2009.5206718

[84]

Ying Li Lin, Tsai Yi Chou, Yu Cheng Lieo, Yu Cheng Huang, and Ping Hsuan Han. 2018. TransFork: Using olfactory device for augmented tasting experience with video see-through head-mounted display. In Proceedings of the ACM Symposium on Virtual Reality Software and Technology, VRST. 1–2. https://doi.org/10.1145/3281505.3281560

Digital Library

[85]

David Lindlbauer, Anna Maria Feit, and Otmar Hilliges. 2019. Context-aware online adaptation of mixed reality interfaces. In UIST 2019 - Proceedings of the 32nd Annual ACM Symposium on User Interface Software and Technology(UIST ’19). Association for Computing Machinery, New York, NY, USA, 147–160. https://doi.org/10.1145/3332165.3347945

Digital Library

[86]

Jiazhou Liu, Arnaud Prouzeau, Barrett Ens, and Tim Dwyer. 2020. Design and Evaluation of Interactive Small Multiples Data Visualisation in Immersive Spaces. In Proceedings - 2020 IEEE Conference on Virtual Reality and 3D User Interfaces, VR 2020. IEEE, 588–597. https://doi.org/10.1109/VR46266.2020.1581122519414

[87]

G. Elisabeta Marai, Jason Leigh, and Andrew Johnson. 2019. Immersive analytics lessons from the electronic visualization laboratory: A 25-year perspective. IEEE Computer Graphics and Applications 39, 3 (2019), 54–66. https://doi.org/10.1109/MCG.2019.2901428

Digital Library

[88]

G. Elisabeta Marai, Jason Leigh, and Andrew Johnson. 2019. Immersive analytics lessons from the electronic visualization laboratory: A 25-year perspective. IEEE Computer Graphics and Applications 39, 3 (2019), 54–66. https://doi.org/10.1109/MCG.2019.2901428

Digital Library

[89]

Kim Marriott, Jian Chen, Marcel Hlawatsch, Takayuki Itoh, Miguel A. Nacenta, Guido Reina, and Wolfgang Stuerzlinger. 2018. Immersive analytics: time to reconsider the value of 3d for information visualisation. In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Vol. 11190 LNCS. Springer Verlag, 25–55. https://doi.org/10.1007/978-3-030-01388-2_2

[90]

Katsutoshi Masai, Maki Sugimoto, Kai Kunze, and Mark Billinghurst. 2016. Empathy Glasses. In Conference on Human Factors in Computing Systems - Proceedings(CHI EA ’16, Vol. 07-12-May-2016). ACM, New York, NY, USA, 1257–1263. https://doi.org/10.1145/2851581.2892370

Digital Library

[91]

Jon McCormack, Jonathan C. Roberts, Benjamin Bach, Carla Dal Sasso Freitas, Takayuki Itoh, Christophe Hurter, and Kim Marriott. 2018. Multisensory immersive analytics. Vol. 11190 LNCS. Springer International Publishing, Cham, 57–94. https://doi.org/10.1007/978-3-030-01388-2_3

[92]

David McGookin, Euan Robertson, and Stephen Brewster. 2010. Clutching at straws: Using tangible interaction to provide non-visual access to graphs. In Conference on Human Factors in Computing Systems - Proceedings(CHI ’10, Vol. 3). Association for Computing Machinery, New York, NY, USA, 1715–1724. https://doi.org/10.1145/1753326.1753583

Digital Library

[93]

Brian E. Mennecke, Janea L. Triplett, Lesya M. Hassall, Zayira Jordán Conde, and Rex Heer. 2011. An Examination of a Theory of Embodied Social Presence in Virtual Worlds. Decision Sciences 42, 2 (apr 2011), 413–450. https://doi.org/10.1111/j.1540-5915.2011.00317.x

[94]

Microsoft Inc.2019. Spatial anchors. https://docs.microsoft.com/en-us/windows/mixed-reality/spatial-anchors

[95]

Florian Floyd Mueller, Pedro Lopes, Paul Strohmeier, Wendy Ju, Caitlyn Seim, Martin Weigel, Suranga Nanayakkara, Marianna Obrist, Zhuying Li, Joseph Delfa, Jun Nishida, Elizabeth M. Gerber, Dag Svanaes, Jonathan Grudin, Stefan Greuter, Kai Kunze, Thomas Erickson, Steven Greenspan, Masahiko Inami, Joe Marshall, Harald Reiterer, Katrin Wolf, Jochen Meyer, Thecla Schiphorst, Dakuo Wang, and Pattie Maes. 2020. Next Steps for Human-Computer Integration. In Conference on Human Factors in Computing Systems - Proceedings. https://doi.org/10.1145/3313831.3376242

Digital Library

[96]

Tamara Munzner. 2014. Visualization Analysis and Design. CRC press. https://doi.org/10.1201/b17511

[97]

Niantic. 2020. Pokémon GO. https://pokemongolive.com/en/

[98]

Donald A. Norman. 2010. The way I see it: Natural user interfaces are not natural. Interactions 17, 3 (may 2010), 6–10. https://doi.org/10.1145/1744161.1744163

Digital Library

[99]

Natalya F. Noy and Deborah L. McGuinness. 2001. Ontology Development 101: A Guide to Creating Your First Ontology. Technical Report. Stanford University. 25 pages. https://doi.org/10.1016/j.artmed.2004.01.014

[100]

Gary M. Olson and Judith S. Olson. 2000. Distance matters. Human-Computer Interaction 15, 2-3 (2000), 139–178. https://doi.org/10.1207/S15327051HCI1523_4

Digital Library

[101]

Sharon Oviatt. 2006. Human-centered design meets cognitive load theory: Designing interfaces that help people think. In Proceedings of the 14th Annual ACM International Conference on Multimedia, MM 2006(MM ’06). Association for Computing Machinery, New York, NY, USA, 871–880. https://doi.org/10.1145/1180639.1180831

Digital Library

[102]

Raymond Pagliarini. 2006. The World Café – Shaping Our Futures through Conversations that Matter. Vol. 19. Berrett-Koehler Publishers. 266–268 pages. https://doi.org/10.1108/09534810610648951

[103]

Biswaksen Patnaik, Andrea Batch, and Niklas Elmqvist. 2019. Information olfactation: Harnessing scent to convey data. IEEE Transactions on Visualization and Computer Graphics 25, 1(2019), 726–736. https://doi.org/10.1109/TVCG.2018.2865237

Digital Library

[104]

Gary Perelman, Marcos Serrano, Mathieu Raynal, Celia Picard, Mustapha Derras, and Emmanuel Dubois. 2016. DECO: A design space for device composition. In DIS 2016 - Proceedings of the 2016 ACM Conference on Designing Interactive Systems: Fuse(DIS ’16). Association for Computing Machinery, New York, NY, USA, 435–446. https://doi.org/10.1145/2901790.2901893

Digital Library

[105]

David Pinelle and Carl Gutwin. 2002. Groupware walkthrough: Adding context to groupware usability evaluation. In Conference on Human Factors in Computing Systems - Proceedings, Vol. 4. 455–462.

Digital Library

[106]

Peter Pirolli and Stuart Card. 2005. The sensemaking process and leverage points for analyst technology as identified through cognitive task analysis. In Proceedings of International Conference on Intelligence Analysis, Vol. 2005. McLean, VA, USA, 2–4. http://scholar.google.com/scholar?hl=en&btnG=Search&q=intitle:The+Sensemaking+Process+and+Leverage+Points+for+Analyst+Technology+as+Identified+Through+Cognitive+Task+Analysis#0

[107]

Thammathip Piumsomboon, Youngho Lee, Gun Lee, and Mark Billinghurst. 2017. CoVAR. In SIGGRAPH Asia 2017 Emerging Technologies on - SA ’17. ACM Press.

[108]

Arnaud Prouzeau, Maxime Cordeil, Clement Robin, Barrett Ens, Bruce H. Thomas, and Tim Dwyer. 2019. Scaptics and highlight-planes: Immersive interaction techniques for finding occluded features in 3D scatterplots. In Conference on Human Factors in Computing Systems - Proceedings. https://doi.org/10.1145/3290605.3300555

Digital Library

[109]

Arnaud Prouzeau, Yuchen Wang, Barrett Ens, Wesley Willett, and Tim Dwyer. 2020. Corsican Twin: Authoring in Situ Augmented Reality Visualisations in Virtual Reality. In ACM International Conference Proceeding Series. https://doi.org/10.1145/3399715.3399743

Digital Library

[110]

Nimesha Ranasinghe and Ellen Yi Luen Do. 2016. Digital Lollipop: Studying Electrical Stimulation on the Human Tongue to Simulate Taste Sensations. ACM Transactions on Multimedia Computing, Communications and Applications 13, 1(2016), 1–22. https://doi.org/10.1145/2996462

Digital Library

[111]

Patrick Reipschlager, Tamara Flemisch, and Raimund Dachselt. 2020. Personal Augmented Reality for Information Visualization on Large Interactive Displays. IEEE Transactions on Visualization and Computer Graphics (2020), 1–1. https://doi.org/10.1109/tvcg.2020.3030460 arxiv:2009.03237

[112]

Adi Robertson. 2020. Facebook is making Oculus’ worst feature unavoidable. https://www.theverge.com/2020/8/19/21375118/oculus-facebook-account-login-data-privacy-controversy-developers-competition

[113]

Houssem Saidi, Marcos Serrano, Pourang Irani, Christophe Hurter, and Emmanuel Dubois. 2019. On-Body Tangible Interaction: Using the Body to Support Tangible Manipulations for Immersive Environments. In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)(Human-Computer Interaction – INTERACT 2019, Vol. 11749 LNCS). Springer International Publishing, Paphos, Cyprus, 471–492. https://doi.org/10.1007/978-3-030-29390-1_26

Digital Library

[114]

Kadek Ananta Satriadi, Barrett Ens, Maxime Cordeil, Tobias Czauderna, and Bernhard Jenny. 2020. Maps around Me: 3D Multiview Layouts in Immersive Spaces. Proceedings of the ACM on Human-Computer Interaction 4, ISS(2020). https://doi.org/10.1145/3427329

Digital Library

[115]

Kadek Ananta Satriadi, Barrett Ens, Maxime Cordeil, Bernhard Jenny, Tobias Czauderna, and Wesley Willett. 2019. Augmented reality map navigation with freehand gestures. In 26th IEEE Conference on Virtual Reality and 3D User Interfaces, VR 2019 - Proceedings. 593–603. https://doi.org/10.1109/VR.2019.8798340

[116]

Dieter Schmalstieg and Tobias Hollerer. 2016. Augmented reality: principles and practice. Addison-Wesley Professional.

[117]

Jean Scholtz and Sunny Consolvo. 2004. Toward a framework for evaluating ubiquitous computing applications. IEEE Pervasive Computing 3, 2 (2004), 82–88. https://doi.org/10.1109/MPRV.2004.1316826

Digital Library

[118]

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(2012), 2431–2440. https://doi.org/10.1109/TVCG.2012.213

Digital Library

[119]

Mickael Sereno, Lonni Besançon, and Tobias Isenberg. 2019. Supporting Volumetric Data Visualization and Analysis by Combining Augmented Reality Visuals with Multi-Touch Input. European Conference on Computer Vision(2019), 16–18. https://hal.inria.fr/hal-02123904

[120]

Marcos Serrano, Barrett Ens, and Pourang Irani. 2014. Exploring the use of hand-to-face input for interacting with head-worn displays. In Conference on Human Factors in Computing Systems - Proceedings(CHI ’14). Association for Computing Machinery, New York, NY, USA, 3181–3190. https://doi.org/10.1145/2556288.2556984

Digital Library

[121]

Marcos Serrano, Barrett Ens, Xing Dong Yang, and Pourang Irani. 2015. Gluey: Developing a head-worn display interface to unify the interaction experience in distributed display environments. In MobileHCI 2015 - Proceedings of the 17th International Conference on Human-Computer Interaction with Mobile Devices and Services. ACM Press, New York, New York, USA, 161–171. https://doi.org/10.1145/2785830.2785838

Digital Library

[122]

Ben Shneiderman. 1982. The future of interactive systems and the emergence of direct manipulation. Behaviour and Information Technology 1, 3 (1982), 237–256. https://doi.org/10.1080/01449298208914450

[123]

Ronell Sicat, Jiabao Li, Junyoung Choi, Maxime Cordeil, Won Ki Jeong, Benjamin Bach, and Hanspeter Pfister. 2019. DXR: A Toolkit for Building Immersive Data Visualizations. IEEE Transactions on Visualization and Computer Graphics 25, 1(2019), 715–725. https://doi.org/10.1109/TVCG.2018.2865152

Digital Library

[124]

Sirikasem Sirilak and Paisarn Muneesawang. 2018. A New Procedure for Advancing Telemedicine Using the HoloLens. IEEE Access 6(2018), 60224–60233. https://doi.org/10.1109/ACCESS.2018.2875558

[125]

Richard Skarbez, Nicholas F. Polys, J. Todd Ogle, Chris North, and Doug A. Bowman. 2019. Immersive Analytics: Theory and Research Agenda. Frontiers in Robotics and AI 6 (2019), 82. https://doi.org/10.3389/frobt.2019.00082

[126]

Mel Slater and Sylvia Wilbur. 1997. A framework for immersive virtual environments (FIVE): Speculations on the role of presence in virtual environments. Presence: Teleoperators and Virtual Environments 6, 6(1997), 603–616. https://doi.org/10.1162/pres.1997.6.6.603

Digital Library

[127]

Harrison Jesse Smith and Michael Neff. 2018. Communication behavior in Embodied virtual reality. In Conference on Human Factors in Computing Systems - Proceedings, Vol. 2018-April. {ACM} Press. https://doi.org/10.1145/3173574.3173863

Digital Library

[128]

S. Teasley, L. Covi, M. S. Krishnan, and J. S. Olson. 2000. How does radical collocation help a team succeed?. In Proceedings of the ACM Conference on Computer Supported Cooperative Work(CSCW ’00). Association for Computing Machinery, New York, NY, USA, 339–346. https://doi.org/10.1145/358916.359005

Digital Library

[129]

Teoman Ulusoy, Kurtis Danyluk, and Wesley Willett. 2018. Beyond the Physical: Examining Scale and Annotation in Virtual Reality Visualizations. Technical Report. Department of Computer Science, University of Calgary. http://hdl.handle.net/1880/108786

[130]

John Vilk, David Molnar, Benjamin Livshits, Eyal Ofek, Chris Rossbach, Alexander Moshchuk, Helen J. Wang, and Ran Gal. 2015. SurroundWeb: Mitigating privacy concerns in a 3D web browser. In Proceedings - IEEE Symposium on Security and Privacy, Vol. 2015-July. 431–446. https://doi.org/10.1109/SP.2015.33

Digital Library

[131]

Alla Vovk, Fridolin Wild, Will Guest, and Timo Kuula. 2018. Simulator sickness in Augmented Reality training using the Microsoft HoloLens. In Conference on Human Factors in Computing Systems - Proceedings(CHI ’18, Vol. 2018-April). Association for Computing Machinery, New York, NY, USA, 1–9. https://doi.org/10.1145/3173574.3173783

Digital Library

[132]

J. A. Wagner Filho, C. M.D.S. Freitas, and L. Nedel. 2018. VirtualDesk: A Comfortable and Efficient Immersive Information Visualization Approach. In Computer Graphics Forum, Vol. 37. Wiley Online Library, 415–426. https://doi.org/10.1111/cgf.13430

[133]

Dangxiao WANG, Yuan GUO, Shiyi LIU, Yuru ZHANG, Weiliang XU, and Jing XIAO. 2019. Haptic display for virtual reality: progress and challenges. Virtual Reality & Intelligent Hardware 1, 2 (2019), 136–162. https://doi.org/10.3724/sp.j.2096-5796.2019.0008

[134]

Peng Wang, Shusheng Zhang, Xiaoliang Bai, Mark Billinghurst, Weiping He, Shuxia Wang, Xiaokun Zhang, Jiaxiang Du, and Yongxing Chen. 2019. Head pointer or eye gaze: Which helps more in MR remote collaboration. In 26th IEEE Conference on Virtual Reality and 3D User Interfaces, VR 2019 - Proceedings. 1219–1220. https://doi.org/10.1109/VR.2019.8798024

[135]

Xiyao Wang, Lonni Besançon, David Rousseau, Mickael Sereno, Mehdi Ammi, and Tobias Isenberg. 2020. Towards an Understanding of Augmented Reality Extensions for Existing 3D Data Analysis Tools. In Conference on Human Factors in Computing Systems - Proceedings. 1–13. https://doi.org/10.1145/3313831.3376657

Digital Library

[136]

Colin Ware. 2008. Information Visualization - Perception for Design. Vol. 41. Morgan Kaufmann. CR – Copyright © 2008 Leonardo pages. arxiv:1011.1669v3http://www.jstor.org/stable/20206579

[137]

Mark Weiser. 1999. The computer for the 21 st century. ACM SIGMOBILE Mobile Computing and Communications Review 3, 3 (jul 1999), 3–11. https://doi.org/10.1145/329124.329126

Digital Library

[138]

Matt Whitlock, Stephen Smart, and Danielle Albers Szafir. 2020. Graphical Perception for Immersive Analytics. In Proceedings - 2020 IEEE Conference on Virtual Reality and 3D User Interfaces, VR 2020. IEEE, 616–625. https://doi.org/10.1109/VR46266.2020.1582298687237

[139]

M Whitlock, K Wu, and D A Szafir. 2020. Designing for Mobile and Immersive Visual Analytics in the Field. IEEE Transactions on Visualization and Computer Graphics 26, 1(2020), 503–513. https://doi.org/10.1109/TVCG.2019.2934282

[140]

Wesley Willett, Yvonne Jansen, and Pierre Dragicevic. 2017. Embedded Data Representations. IEEE Transactions on Visualization and Computer Graphics 23, 1(2017), 461–470. https://doi.org/10.1109/TVCG.2016.2598608

Digital Library

[141]

Yalong Yang, Maxime Cordeil, Johanna Beyer, Tim Dwyer, Kim Marriott, and Hanspeter Pfister. 2020. Embodied navigation in immersive abstract data visualization: Is overview+detail or zooming better for 3D scatterplots?IEEE Transactions on Visualization and Computer Graphics 26, 2(2020), to appear. https://doi.org/10.1109/tvcg.2020.3030427 arxiv:2008.09941

[142]

Yalong Yang, Tim Dwyer, Bernhard Jenny, Kim Marriott, Maxime Cordeil, and Haohui Chen. 2019. Origin-Destination Flow Maps in Immersive Environments. IEEE Transactions on Visualization and Computer Graphics 25, 1(2019), 693–703. https://doi.org/10.1109/TVCG.2018.2865192

Digital Library

[143]

Yalong Yang, Tim Dwyer, Kim Marriott, Bernhard Jenny, and Sarah Goodwin. 2020. Tilt map: Interactive transitions between Choropleth map, Prism map and Bar chart in immersive environments. IEEE Transactions on Visualization and Computer Graphics (2020). https://doi.org/10.1109/tvcg.2020.3004137 arxiv:2006.14120

Digital Library

[144]

Yalong Yang, Bernhard Jenny, Tim Dwyer, Kim Marriott, Haohui Chen, and Maxime Cordeil. 2018. Maps and Globes in Virtual Reality. Computer Graphics Forum 37, 3 (2018), 427–438. https://doi.org/10.1111/cgf.13431

[145]

Dianna Yim, Alec McAllister, Caelum Sloan, Rachel Lee, Steven Vi, Teresa Van, Wesley Willett, and Frank Maurer. 2018. NiwViw: Immersive Analytics Authoring Tool. In ISS 2018 - Proceedings of the 2018 ACM International Conference on Interactive Surfaces and Spaces. 425–428. https://doi.org/10.1145/3279778.3279924

Digital Library

[146]

Clint Zeagler. 2017. Where to wear it: Functional, technical, and social considerations in on-body location for wearable technology 20 years of designing for wearability. In Proceedings - International Symposium on Wearable Computers, ISWC(ISWC ’17, Vol. Part F130534). Association for Computing Machinery, New York, NY, USA, 150–157. https://doi.org/10.1145/3123021.3123042

Digital Library

[147]

Yuhang Zhao, Cynthia L. Bennett, Hrvoje Benko, Edward Cutrell, Christian Holz, Meredith Ringel Morris, and Mike Sinclair. 2018. Enabling people with visual impairments to navigate virtual reality with a haptic and auditory cane simulation. In Conference on Human Factors in Computing Systems - Proceedings(CHI ’18, Vol. 2018-April). Association for Computing Machinery, New York, NY, USA, 1–14. https://doi.org/10.1145/3173574.3173690

Digital Library

Cited By

Dai SLi YEns BBesancon LDwyer T(2025)Precise Embodied Data Selection with Haptic Feedback while Retaining Room-Scale Visualisation ContextIEEE Transactions on Visualization and Computer Graphics10.1109/TVCG.2024.345639931:1(602-612)Online publication date: Jan-2025
https://doi.org/10.1109/TVCG.2024.3456399
Tong WShigyo KYuan LFan MPong TQu HXia M(2025)VisTellAR: Embedding Data Visualization to Short-Form Videos Using Mobile Augmented RealityIEEE Transactions on Visualization and Computer Graphics10.1109/TVCG.2024.337210431:3(1862-1874)Online publication date: Mar-2025
https://doi.org/10.1109/TVCG.2024.3372104
Besga SRodriguez NSallaberry APapastergiou TPoncelet P(2025)Task-blind adaptive virtual reality: Is it possible to help users without knowing their assignments?Virtual Reality10.1007/s10055-025-01100-929:1Online publication date: 5-Feb-2025
https://doi.org/10.1007/s10055-025-01100-9
Show More Cited By

Index Terms

Grand Challenges in Immersive Analytics
1. Human-centered computing
  1. Human computer interaction (HCI)

Index terms have been assigned to the content through auto-classification.

Recommendations

Interaction Design & Prototyping for Immersive Analytics
CHI EA '19: Extended Abstracts of the 2019 CHI Conference on Human Factors in Computing Systems

Immersive Analytics is concerned with the design and evaluation of interactive next-generation interfaces that support human understanding, data analysis, and decision making. New immersive technologies present many opportunities for enhancing humans' ...
Envisioning Future Productivity for Immersive Analytics
CHI EA '20: Extended Abstracts of the 2020 CHI Conference on Human Factors in Computing Systems

Immersive technologies have opened many opportunities for the visual analytics and visualisation community. However, despite an emerging focus on immersive analytics research, there is currently a lack of coherent and broadly applicable visualisation and ...
Building a Prototype for Easy to Use Collaborative Immersive Analytics
Computational Science – ICCS 2021
Abstract
The increase in the size and complexity of today’s datasets creates a need to develop and experiment with novel data visualization methods. One of these innovations is immersive analytics, in which extended reality technologies such as virtual ...

Comments

Information & Contributors

Information

Published In

cover image ACM Conferences

CHI '21: Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems

May 2021

10862 pages

ISBN:9781450380966

DOI:10.1145/3411764

General Chairs:
Yoshifumi Kitamura
Tohoku University, Japan
,
Aaron Quigley
University of New South Wales, Australia
,
Program Chairs:
Katherine Isbister
University of California Santa Cruz, USA
,
Takeo Igarashi
The University of Tokyo, Japan
,
Publications Chairs:
Pernille Bjørn
University of Copenhagen, Denmark
,
Steven Drucker
Microsoft Research, USA

Copyright © 2021 ACM.

Publication rights licensed to ACM. ACM acknowledges that this contribution was authored or co-authored by an employee, contractor or affiliate of a national government. As such, the Government retains a nonexclusive, royalty-free right to publish or reproduce this article, or to allow others to do so, for Government purposes only.

Sponsors

SIGCHI: ACM Special Interest Group on Computer-Human Interaction

Publisher

Association for Computing Machinery

New York, NY, United States

Publication History

Published: 07 May 2021

Permissions

Request permissions for this article.

Request Permissions

Check for updates

Author Tags

Qualifiers

Research-article
Research
Refereed limited

Funding Sources

Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) under Germany's Excellence Strategy
ANR JCJC PERFIN grant
National Science Foundation
Australian Research Council

Conference

CHI '21

Sponsor:

SIGCHI

CHI '21: CHI Conference on Human Factors in Computing Systems

May 8 - 13, 2021

Yokohama, Japan

Acceptance Rates

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

Upcoming Conference

CHI 2025

Sponsor:
sigchi

ACM CHI Conference on Human Factors in Computing Systems

April 26 - May 1, 2025

Yokohama , Japan

Contributors

Other Metrics

View Article Metrics

Bibliometrics & Citations

Bibliometrics

Article Metrics

138
Total Citations
View Citations
6,620
Total Downloads

Downloads (Last 12 months)2,696
Downloads (Last 6 weeks)393

Reflects downloads up to 25 Feb 2025

Other Metrics

View Author Metrics

Citations

Cited By

Dai SLi YEns BBesancon LDwyer T(2025)Precise Embodied Data Selection with Haptic Feedback while Retaining Room-Scale Visualisation ContextIEEE Transactions on Visualization and Computer Graphics10.1109/TVCG.2024.345639931:1(602-612)Online publication date: Jan-2025
https://doi.org/10.1109/TVCG.2024.3456399
Tong WShigyo KYuan LFan MPong TQu HXia M(2025)VisTellAR: Embedding Data Visualization to Short-Form Videos Using Mobile Augmented RealityIEEE Transactions on Visualization and Computer Graphics10.1109/TVCG.2024.337210431:3(1862-1874)Online publication date: Mar-2025
https://doi.org/10.1109/TVCG.2024.3372104
Besga SRodriguez NSallaberry APapastergiou TPoncelet P(2025)Task-blind adaptive virtual reality: Is it possible to help users without knowing their assignments?Virtual Reality10.1007/s10055-025-01100-929:1Online publication date: 5-Feb-2025
https://doi.org/10.1007/s10055-025-01100-9
Zhang JChen TGong WLiu JChen J(2024)Exploring Data Input Problems in Mixed Reality Environments: Proposal and Evaluation of Natural Interaction TechniquesFuture Internet10.3390/fi1605015016:5(150)Online publication date: 27-Apr-2024
https://doi.org/10.3390/fi16050150
Fanini BGosti G(2024)A New Generation of Collaborative Immersive Analytics on the Web: Open-Source Services to Capture, Process and Inspect Users’ Sessions in 3D EnvironmentsFuture Internet10.3390/fi1605014716:5(147)Online publication date: 25-Apr-2024
https://doi.org/10.3390/fi16050147
Zaina LPrates RDelabrida Silva SChoma JValentim NFrigo LBicho A(2024)GranDIHC-BR 2025-2035 - GC7: Interaction with Emerging Technologies: An Ecosystem Integrating Humans Technologies and Contexts✱Proceedings of the XXIII Brazilian Symposium on Human Factors in Computing Systems10.1145/3702038.3702060(1-21)Online publication date: 7-Oct-2024
https://dl.acm.org/doi/10.1145/3702038.3702060
Zhou XLee BOrtega FBatmaz AYang Y(2024)Lights, Headset, Tablet, Action: Exploring the Use of Hybrid User Interfaces for Immersive Situated AnalyticsProceedings of the ACM on Human-Computer Interaction10.1145/36981478:ISS(517-539)Online publication date: 24-Oct-2024
https://dl.acm.org/doi/10.1145/3698147
Faleel SSodhi RIrani P(2024)Comparison of Unencumbered Interaction Technique for Head-Mounted DisplaysProceedings of the ACM on Human-Computer Interaction10.1145/36981468:ISS(500-516)Online publication date: 24-Oct-2024
https://dl.acm.org/doi/10.1145/3698146
Sinaei Hamed MKwan PKlich MAurisano JRajabiyazdi F(2024)The Elephant in the Room: Expert Experiences Designing, Developing and Evaluating Data Visualizations on Large DisplaysProceedings of the ACM on Human-Computer Interaction10.1145/36981398:ISS(301-329)Online publication date: 24-Oct-2024
https://dl.acm.org/doi/10.1145/3698139
Wagner UAlbrecht MJacobsen AWang HGellersen HPfeuffer K(2024)Gaze, Wall, and Racket: Combining Gaze and Hand-Controlled Plane for 3D Selection in Virtual RealityProceedings of the ACM on Human-Computer Interaction10.1145/36981348:ISS(189-213)Online publication date: 24-Oct-2024
https://dl.acm.org/doi/10.1145/3698134
Show More Cited By

View Options

View options

PDF

View or Download as a PDF file.

eReader

View online with eReader.

HTML Format

View this article in HTML Format.

Login options

Check if you have access through your login credentials or your institution to get full access on this article.

Full Access

Get this Publication

Figures

Tables

Media

Affiliations

Barrett Ens

Faculty of Information Technology, Monash University, Melbourne, Australia

Benjamin Bach

University of Edinburgh, United Kingdom

Maxime Cordeil

Faculty of Information Technology, Monash University, Melbourne, Australia

Ulrich Engelke

CSIRO Data61, Perth, Australia

Marcos Serrano

IRIT - University of Toulouse, Toulouse, France

Wesley Willett

University of Calgary, Canada

Arnaud Prouzeau

Inria, Bordeaux, France and Faculty of Information Technology, Monash University, Melbourne, Australia

Christoph Anthes

HIVE, University of Applied Sciences Upper Austria, Hagenberg, Austria

Wolfgang Büschel

Interactive Media Lab Dresden, Technische Universität Dresden, Germany

Cody Dunne

Northeastern University Khoury College of Computer Sciences, United States

Tim Dwyer

Faculty of Information Technology, Monash University, Melbourne, Australia

Jens Grubert

Coburg University of Applied Sciences and Arts, Germany

Jason H. Haga

Digital Architecture Research Center, Japan

Nurit Kirshenbaum

LAVA, University of Hawaii at Manoa, Honolulu, United States

Dylan Kobayashi

LAVA, University of Hawaii at Manoa, Honolulu, United States

Tica Lin

Harvard University, Cambridge, MA, United States

Monsurat Olaosebikan

Tufts University, Medford, MA, United States

Fabian Pointecker

HIVE, University of Applied Sciences Upper Austria, Hagenberg, Austria

David Saffo

Northeastern University Khoury College of Computer Sciences, United States

Nazmus Saquib

MIT Media Lab, Cambridge, MA, United States

Dieter Schmalstieg

Graz University of Technology, Austria

Danielle Albers Szafir

ATLAS Institute, University of Colorado Boulder, Boulder, CO, USA

Matt Whitlock

ATLAS Institute, University of Colorado Boulder, Boulder, CO, USA

Yalong Yang

Harvard University, Cambridge, MA, United States

View Table of Conten