Visual analytics methodology for eye movement studies

IEEE Transactions on Visualization and Computer Graphics

Volumn 18, Issue 12, 2012, Pages 2889-2898

  Andrienko, Gennady ^a   Andrienko, Natalia ^a   Burch, Michael ^b   Weiskopf, Daniel ^b  

^a FRAUNHOFER IAIS   (Germany)

^b UNIVERSITY OF STUTTGART   (Germany)

Author keywords

eye tracking; movement data; trajectory analysis; Visual analytics

Indexed keywords

EMPIRICAL EVALUATIONS; EYE-TRACKING; LARGE DATA; MOVEMENT ANALYSIS; MOVEMENT DATA; TRAJECTORY ANALYSIS; VISUAL ANALYTICS; VISUAL DISPLAY;

VISUALIZATION;

EYE MOVEMENTS;

ALGORITHM; CLUSTER ANALYSIS; COMPUTER GRAPHICS; EYE FIXATION; EYE MOVEMENT; HUMAN; IMAGE PROCESSING; PHYSIOLOGY; PROCEDURES;

ALGORITHMS; CLUSTER ANALYSIS; COMPUTER GRAPHICS; EYE MOVEMENTS; FIXATION, OCULAR; HUMANS; IMAGE PROCESSING, COMPUTER-ASSISTED;

EID: 84867649014     PISSN: 10772626     EISSN: None     Source Type: Journal    
DOI: 10.1109/TVCG.2012.276     Document Type: Article

References (33)

1. G. Andrienko, N. Andrienko, S. Wrobel. Visual analytics tools for analysis of movement data. ACM SIGKDD Explorations, 9(2): 38-46, Dec. 2007
2. G. Andrienko, N. Andrienko. Poster: Dynamic time transformation for interpreting clusters of trajectories with space-time cube. In Proceedings of IEEE VAST 2010, pp. 213-214, Oct. 2010
3. G. Andrienko, N. Andrienko, P. Bak, D. Keim, S. Kisilevich, S. Wrobel. A conceptual framework and taxonomy of techniques for analyzing movement. Journal of Visual Languages and Computing, 22(3): 213-223, Jun. 2011
4. G. Andrienko, N. Andrienko, M. Burch, D. Weiskopf. Supplementary materials to this paper. http://geoanalytics.net/and/papers/vast2012em/
5. G. Andrienko, N. Andrienko, M. Heurich. An event-based conceptual model for context-aware movement analysis. International Journal on Geographical Information Science, 25(9): 1347-1370, 2011
6. N. Andrienko, G. Andrienko. Spatial generalization and aggregation of massive movement data. IEEE Transactions on Visualization and Computer Graphics, 17(2): 205-219, Feb. 2011
7. N. Andrienko, G. Andrienko, H. Stange, T. Liebig, D. Hecker. Visual analytics for understanding spatial situations from episodic movement data. Künstliche Intelligenz, 26(3): 241-251, 2012
8. A. Bojko. Informative or misleading? Heatmaps deconstructed. In J.A. Jacko (Ed.): Human-Computer Interaction, Part I, HCII 2009, LNSC 5610, pp. 30-39, Springer, 2009
9. M. Burch, N. Konevtsova, J. Heinrich, M. Höferlin, D. Weiskopf. Evaluation of traditional, orthogonal, and radial tree diagrams by an eye tracking study. IEEE Transactions on Visualization and Computer Graphics, 17(12): 2440-2448, Dec. 2011
10. A. Çöltekin, S.I. Fabrikant, M. Lacayo. Exploring the efficiency of users' visual analytics strategies based on sequence analysis of eye movement recordings. International Journal on Geographical Information Science, 24(10): 1559-1575, Oct. 2010
11. A. Çöltekin, B. Heil, S. Garlandini, S.I. Fabrikant. Evaluating the effectiveness of interactive map interface designs: A case study integrating usability metrics with eye-movement analysis, Cartography and Geographic Information Science, 36(1): 5-17, Jan. 2009
12. T.F. Cox, M.A.A. Cox. Multidimensional Scaling. Chapman and Hall, 2001
13. T.Crnovrsanin, C.Muelder, C.Correa, K.-L.Ma. Proximity-based visualization of movement trace data. In Proceedings of IEEE VAST 2009, pp. 11-18, Oct. 2009
14. S. Dodge, R. Weibel, E. Forootan. Revealing the physics of movement: Comparing the similarity of movement characteristics of different types of moving objects. Computers, Environment and Urban Systems, 33(6): 419-434, Nov. 2009
15. A.T. Duchowski, J. Driver, W. Tan, A. Robbins, B.N. Ramey, S. Jolaoso. Scanpath comparison revisited. In Proceedings of the Symposium on Eye Tracking Research & Applications (ETRA 2010), pp. 219-226, Mar. 2010
16. S.I. Fabrikant, S. Rebich-Hespanha, N. Andrienko, G. Andrienko, D.R. Montello. Novel method to measure inference affordance in static small-multiple map displays representing dynamic processes. The Cartographic Journal, 45 (3), pp. 201-215, 2008
17. F. Giannotti, D. Pedreschi (eds.). Mobility, Data Mining, and Privacy: Geographic Knowledge Discovery. Springer, 2008.
18. R. Gueting, M. Schneider. Moving Objects Databases. Morgan Kaufmann, 2005.
19. M.-J. Kraak. The space-time cube revisited from a geovisualization perspective. In Proceedings of the 21st International Cartographic Conference, Durban, South-Africa, pp. 1988-1995, Aug. 2003
20. M.-J. Kraak, F. Ormeling. Cartography: Visualization of Spatial Data. Second edition. Pearson Education Limited, 2003
21. P. Laube. Progress in movement pattern analysis. In Behaviour Monitoring and Interpretation -BMI -Smart Environments, pp. 43-71, IOS Press, 2009
22. X. Li, A. Çöltekin, M.-J. Kraak. Visual exploration of eye movement data using the space-time cube. In Proceedings of GIScience 2010, pp. 295-309, Springer, 2010
23. T. von der Malsburg, S. Vasishth. What is the scanpath signature of syntactic reanalysis? Journal of Memory and Language, 65(2): 109-127, Aug. 2011
24. K. Ooms, G. Andrienko, N. Andrienko, P. De Maeyer, V. Fack. Analysing the spatial dimension of eye movement data using a visual analytic approach. Expert Systems with Applications, v.39 (1): 1324-1332, 2012
25. T. Opach, A. Nossum. Evaluating the usability of cartographic animations with eye-movement analysis. In Proceedings of the 25th International Cartographic Conference, Paris, Jul. 2011
26. D. Phan, L. Xiao, R. Yeh, P. Hanrahan, T. Winograd. Flow map layout. In Proceedings of the IEEE Symposium on Information Visualization (InfoVis 2005), pp.219-224, Oct. 2005 (Pubitemid 44500059)
27. M. Pohl, M. Schmitt, S. Diehl. Comparing the readability of graph layouts using eye tracking and task-oriented analysis. In O. Deussen, P. Hall (Eds.). Proceedings of Computational Aesthetics in Graphics, Visualization, and Imaging, pp. 49-56, 2009
28. A. Poole, L.J. Ball. Eye tracking in human-computer interaction and usability research: current status and future prospects. In C. Ghaoui (Ed.), Encyclopedia of Human-Computer Interaction, pp. 211-219, Idea group, 2006.
29. C.M. Privitera, L.W. Stark. Algorithms for defining visual regions-ofinterest: comparison with eye fixations. IEEE Transactions on Pattern Analysis and Machine Intelligence, 22(9): 970-982, Sept. 2000
30. I. Rigoutsos, A. Floratos. Combinatorial pattern discovery in biological sequences: the TEIRESIAS algorithm. Bioinformatics, 14(1): 55-67, 1998 (Pubitemid 28397726)
31. J.W. Sammon. A nonlinear mapping for data structure analysis. IEEE Transactions on Computers, 18(5): 401-409, May 1969
32. W. Tobler. Experiments in migration mapping by computer. The American Cartographer, 14 (2): 155-163, 1987
33. N. Willems, H. van de Wetering, J.J. van Wijk. Visualization of vessel movements. Computer Graphics Forum, 28(3): 959-966, Jun. 2009.