G. A. Alvarez, Representing multiple objects as an ensemble enhances visual cognition, Trends in Cognitive Sciences, vol.15, issue.3, pp.122-131, 2011.


G. Alvarez and A. Oliva, The representation of simple ensemble visual features outside the focus of attention, Psychological Science, vol.19, issue.4, pp.392-400, 2008.


D. Ariely, Seeing Sets: Representation by Statistical Properties, Psychological Science, vol.12, issue.2, pp.157-162, 2001.

M. Bostock, V. Ogievetsky, and J. Heer, D 3 Data-Driven Documents, IEEE Transactions on Visualization and Computer Graphics, vol.17, issue.12, pp.2301-2309, 2011.


C. M. Carswell, Choosing specifiers: an evaluation of the basic tasks model of graphical perception, Human Factors, vol.34, issue.5, pp.535-554, 1992.

S. C. Chong and A. Treisman, Representation of statistical properties, Vision Research, vol.43, issue.4, pp.596-601, 2003.

S. C. Chong and A. Treisman, Statistical processing: computing the average size in perceptual groups, Vision Research, vol.45, issue.7, pp.891-900, 2005.


W. S. Cleveland, The elements of graphing data, 1985.

W. S. Cleveland and R. Mcgill, Graphical Perception: Theory, Experimentation, and Application to the Development of Graphical Methods, Journal of the American Statistical Association, vol.79, issue.387, pp.531-554, 1984.

J. Duncan and . John, Selective attention and the organization of visual information, Journal of Experimental Psychology: General, vol.113, issue.4, pp.501-517, 1984.

R. Egly, R. Rafal, J. Driver, and Y. Starrveveld, Covert Orienting in the Split Brain Reveals Hemispheric Specialization for Object-Based Attention, Psychological Science, vol.5, issue.6, pp.380-383, 1994.

M. Friendly, A Brief History of Data Visualization. Handbook of Data Visualization, pp.15-56, 2008.


M. A. García-pérez, Forced-choice staircases with fixed step sizes: asymptotic and small-sample properties, Vision Research, vol.38, issue.12, pp.1861-1881, 1998.

, , pp.340-344

M. Gleicher, M. Correll, C. Nothelfer, and S. Franconeri, Perception of average value in multiclass scatterplots, IEEE Transactions on Visualization and Computer Graphics, vol.19, issue.12, pp.2316-2341, 2013.


J. Haberman and D. Whitney, Ensemble perception: Summarizing the scene and broadening the limits of visual processing, From Perception to Consciousness: Searching with Anne Treisman, pp.393-404, 2012.

G. S. Halford, R. Baker, J. E. Mccredden, and J. D. Bain, How many variables can humans process?, Psychological Science, vol.16, issue.1, pp.70-76, 2005.

J. Heer and M. Bostock, Crowdsourcing Graphical Perception: Using Mechanical Turk to Assess Visualization Design, Proceedings of the 28th Annual Chi Conference on Human Factors in Computing Systems, pp.203-212, 2010.

D. Huff, How to lie with statistics, 2010.

R. Kosara and D. Skau, Judgment Error in Pie Chart Variations, Proceedings of the Eurographics / IEEE VGTC Conference on Visualization: Short Papers, pp.91-95, 2016.

S. M. Kosslyn, Graph Design for the Eye and Mind, 2006.

J. H. Larkin and H. A. Simon, Why a Diagram is (Sometimes) Worth Ten Thousand Words, Cognitive Science, vol.11, issue.1, pp.65-100, 1987.

G. E. Newman and B. J. Scholl, Bar graphs depicting averages are perceptually misinterpreted: The withinthe-bar bias, Psychonomic Bulletin & Review, vol.19, pp.601-607, 2012.

S. Pinker, A theory of graph comprehension. Artificial Intelligence and the Future of Testing, pp.73-126, 1990.

R. M. Ratwani, J. G. Trafton, and D. A. Boehm-davis, Thinking graphically: Connecting vision and cognition during graph comprehension, Journal of Experimental Psychology. Applied, vol.14, issue.1, pp.36-49, 2008.


B. E. Rogowitz, L. A. Treinish, and S. Bryson, How Not to Lie with Visualization, Computers in Physics, vol.10, issue.3, 1996.

B. J. Scholl, Objects and attention: The state of the art, Cognition, vol.80, issue.1-2, pp.1-46, 2001.

, , pp.152-161

B. J. Scholl, Z. W. Pylyshyn, and J. Feldman, What is a visual object? Evidence from target merging in multiple object tracking, Cognition, vol.80, issue.1-2, pp.157-165, 2001.

B. Shneiderman, Tree visualization with tree-maps: 2-d space-filling approach, ACM Transactions on Graphics, vol.11, issue.1, pp.92-99, 1992.

B. Shneiderman, The New ABCs of Research: Achieving Breakthrough Collaborations, vol.1, 2015.

D. Simkin and R. Hastie, An Information-Processing Analysis of Graph Perception, Journal of the American Statistical Association, vol.82, issue.398, pp.454-465, 1987.


D. A. Szafir, S. Haroz, M. Gleicher, S. Franconeri, M. et al., Four types of ensemble coding in data visualizations, Journal of Vision, vol.16, issue.5, p.11, 2016.

E. R. Tufte, The visual display of quantitative information, 2001.