M. Attarha, C. M. Moore, and S. P. Vecera, The time-limited visual statistician., Journal of Experimental Psychology: Human Perception and Performance, vol.42, issue.10, pp.1497-1504, 2016.
DOI : 10.1037/xhp0000255

M. Aupetit, Sanity Check for Class-coloring-based Evaluation of Dimension Reduction Techniques In Proceedings of the Fifth Workshop on Beyond Time and Errors: Novel Evaluation Methods for Visualization, pp.134-141, 2014.

M. Aupetit and M. Sedlmair, SepMe: 2002 New visual separation measures, 2016 IEEE Pacific Visualization Symposium (PacificVis), pp.1-8, 2016.
DOI : 10.1109/PACIFICVIS.2016.7465244

J. Bertin, Semiology of Graphics: Diagrams, Networks, Maps, 2011.

E. Bertini and G. Santucci, Give Chance a Chance: Modeling Density to Enhance Scatter Plot Quality through Random Data Sampling, Information Visualization, vol.5, issue.2, pp.95-110, 2006.
DOI : 10.2466/pms.1986.63.2.883

M. Bostock, TopoJSON. Online, 2017.

M. Bostock, V. Ogievetsky, and J. Heer, D?? Data-Driven Documents, IEEE Transactions on Visualization and Computer Graphics, vol.17, issue.12, pp.2301-2309, 2011.
DOI : 10.1109/TVCG.2011.185

M. Brehmer, M. Sedlmair, S. Ingram, and T. Munzner, Visualizing dimensionally-reduced data, Proceedings of the Fifth Workshop on Beyond Time and Errors Novel Evaluation Methods for Visualization, BELIV '14, pp.1-8, 2014.
DOI : 10.1007/BF02287916

C. Brewer and A. J. Campbell, Beyond graduated circles: varied point symbols for representing quantitative data on maps. Cartographic Perspectives, pp.6-25, 1998.

W. C. Brinton, Graphic presentation, 1939.

Y. Bulatov and . Dataset, , pp.2018-2021

H. Chen, S. Engle, A. Joshi, E. D. Ragan, B. F. Yuksel et al., Using Animation to Alleviate Overdraw in Multiclass Scatterplot Matrices, Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems , CHI '18, p.3173991, 2018.
DOI : 10.1057/palgrave.ivs.9500090

J. Cottam, A. Lumsdaine, and P. Wang, Overplotting: Unified solutions under Abstract Rendering, 2013 IEEE International Conference on Big Data, pp.9-16, 2013.
DOI : 10.1109/BigData.2013.6691712

. Datashader, , pp.2018-2021

J. Fekete and C. Plaisant, Interactive Information Visualization of a Million Items, Proc. IEEE Symposium on Information Visualization, pp.117-124, 2002.
URL : https://hal.archives-ouvertes.fr/hal-00875363

J. Fekete and R. Primet, Progressive Analytics: A Computation Paradigm for Exploratory Data Analysis. ArXiv e-prints, 2016.
URL : https://hal.archives-ouvertes.fr/hal-01361430

A. J. , Frère de Montizon. Carte philosophique figurant la population de la France, 1830.

M. Gleicher, Considerations for Visualizing Comparison, IEEE Transactions on Visualization and Computer Graphics, vol.24, issue.1, pp.413-423, 2018.
DOI : 10.1109/TVCG.2017.2744199

H. Hagh-shenas, S. Kim, V. Interrante, and C. Healey, Weaving Versus Blending: a quantitative assessment of the information carrying capacities of two alternative methods for conveying multivariate data with color., IEEE Transactions on Visualization and Computer Graphics, vol.13, issue.6, pp.1270-127770623, 2007.
DOI : 10.1109/TVCG.2007.70623

R. L. Harris, Information graphics: A comprehensive illustrated reference, 2000.

M. Harrower and C. A. Brewer, ColorBrewer.org: An Online Tool for Selecting Colour Schemes for Maps, The Cartographic Journal, vol.40, issue.1, pp.27-37, 2003.
DOI : 10.1179/000870403235002042

G. Hubacek, Transparency: Are the Richest Americans Also the Best Educated? America's Richest Counties and Best Educated Counties, 2011.

P. W. Joseph, A. Cottam, and . Lumsdaine, Abstract rendering: out-ofcore rendering for information visualization, Proc. SPIE, 2041200.

D. A. Keim, M. C. Hao, U. Dayal, H. Janetzko, and P. Bak, Generalized Scatter Plots, Information Visualization, vol.9, issue.4, pp.301-31134, 2009.
DOI : 10.1145/359423.359432

J. Krygier, Map Symbols: Showing Multivariate Data with Texture, Online, 2008.

D. Lamb, An automated displaced proportional circle map using delaunay triangulation and an algorithm for node overlap removal. Cartographica: The International Journal for Geographic Information and Geovisualization, pp.364-370, 2017.

L. Lins, J. T. Klosowski, and C. Scheidegger, Nanocubes for Real-Time Exploration of Spatiotemporal Datasets, IEEE Transactions on Visualization and Computer Graphics, vol.19, issue.12, pp.2456-2465, 2013.
DOI : 10.1109/TVCG.2013.179

Z. Liu, B. Jiang, and J. Heer, : Real-time Visual Querying of Big Data, Proc. of the 15th Eurographics Conference on Visualization, EuroVis '13, pp.421-430
DOI : 10.1080/01621459.1926.10502161

R. Maciejewski, Data Representations, Transformations, and Statistics for Visual Reasoning, Synthesis Lectures on Visualization, vol.14, issue.153, 2011.
DOI : 10.2307/2686111

J. Matejka, F. Anderson, and G. Fitzmaurice, Dynamic Opacity Optimization for Scatter Plots, Proceedings of the 33rd Annual ACM Conference on Human Factors in Computing Systems, CHI '15, pp.2707-2710, 2015.
DOI : 10.1145/964965.808606

A. Mayorga and M. Gleicher, Splatterplots: Overcoming Overdraw in Scatter Plots, IEEE Transactions on Visualization and Computer Graphics, vol.19, issue.9, pp.1526-1538
DOI : 10.1109/TVCG.2013.65

L. Micallef, G. Palmas, A. Oulasvirta, and T. Weinkauf, Towards Perceptual Optimization of the Visual Design of Scatterplots, IEEE Transactions on Visualization and Computer Graphics, vol.23, issue.6, pp.1588-1599, 2017.
DOI : 10.1109/TVCG.2017.2674978

J. R. Miller, Attribute Blocks: Visualizing Multiple Continuously Defined Attributes, IEEE Computer Graphics and Applications, vol.27, issue.3, pp.57-69, 2007.
DOI : 10.1109/MCG.2007.54

R. B. Miller, Response time in man-computer conversational transactions, Proceedings of the December 9-11, 1968, fall joint computer conference, part I on, AFIPS '68 (Fall, part I), pp.267-277
DOI : 10.1145/1476589.1476628

T. Munzner, Visualization Analysis and Design. A.K. Peters visualization series. A K Peters, 2014.

E. S. Nelson, Designing Effective Bivariate Symbols: The Influence of Perceptual Grouping Processes, Cartography and Geographic Information Science, vol.27, issue.4, pp.261-278, 2000.
DOI : 10.1559/152304000783547786

B. , of Transportation Statistics. On-Time Performance, 2017.

A. Perrot, R. Bourqui, N. Hanusse, F. Lalanne, and D. Auber, Large interactive visualization of density functions on big data infrastructure, 2015 IEEE 5th Symposium on Large Data Analysis and Visualization (LDAV), 2015.
DOI : 10.1109/LDAV.2015.7348077

URL : https://hal.archives-ouvertes.fr/hal-01188721

N. Pezzotti, T. Höllt, B. P. Lelieveldt, E. Eisemann, and A. Vilanova, Hierarchical Stochastic Neighbor Embedding, Computer Graphics Forum, vol.11, issue.2579, pp.21-30, 2016.
DOI : 10.1109/INFVIS.2004.60

F. E. Pierce, Map No.2 of City of New-York, Showing the Distribution of the Principal Nationalities by Sanitary Districts, Harper's Weekly, vol.39, pp.60-61, 1895.

R. E. Roth, An Empirically-Derived Taxonomy of Interaction Primitives for Interactive Cartography and Geovisualization, IEEE Transactions on Visualization and Computer Graphics, vol.19, issue.12, pp.2356-2365, 2013.
DOI : 10.1109/TVCG.2013.130

A. Sarikaya and M. Gleicher, Scatterplots: Tasks, Data, and Designs, IEEE Transactions on Visualization and Computer Graphics, vol.24, issue.1, 2018.
DOI : 10.1109/TVCG.2017.2744184

A. Satyanarayan, D. Moritz, K. Wongsuphasawat, and J. Heer, Vega-Lite: A Grammar of Interactive Graphics, IEEE Transactions on Visualization and Computer Graphics, vol.23, issue.1, 2017.
DOI : 10.1109/TVCG.2016.2599030

B. Shneiderman, Response time and display rate in human performance with computers, ACM Computing Surveys, vol.16, issue.3, pp.265-285
DOI : 10.1145/2514.2517

A. Slingsby, J. Dykes, and J. Wood, Exploring Uncertainty in Geodemographics with Interactive Graphics, IEEE Transactions on Visualization and Computer Graphics, vol.17, issue.12, pp.2545-2554, 2011.
DOI : 10.1109/TVCG.2011.197

D. B. Sparks, Isarithmic Maps of Public Opinion Data. Online, 2011.

A. Spoerri, InfoCrystal, Proceedings of the second international conference on Information and knowledge management , CIKM '93, pp.11-20, 1993.
DOI : 10.1145/170088.170095

J. Tang, J. Liu, M. Zhang, and Q. Mei, Visualizing Large-scale and Highdimensional Data, Proceedings of the 25th International Conference on World Wide Web International World Wide Web Conferences Steering Committee, pp.287-297, 2016.

B. E. Trumbo, A Theory for Coloring Bivariate Statistical Maps. The American Statistician, pp.220-226, 1981.
DOI : 10.2307/2683294

R. U. , Synthetic Household Population TM . https://www.rti.org/ impact/synthpop, pp.2018-2021

M. P. Wand, Fast Computation of Multivariate Kernel Estimators, Journal of Computational and Graphical Statistics, vol.3, issue.4, pp.433-445, 1994.

C. Ware, Quantitative Texton Sequences for Legible Bivariate Maps, IEEE Transactions on Visualization and Computer Graphics, vol.15, issue.6, pp.1523-1530, 2009.
DOI : 10.1109/TVCG.2009.175

H. Wickham, Bin-summarise-smooth: a framework for visualising large data. unpublished, 2013.

L. Wilkinson, The Grammar of Graphics, 2005.