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Formal Context Representation and Calculus for Context-Aware Computing Read chapter Read first chapter

2019 | OriginalPaper | Chapter

Two-Stage Approach to Classifying Multidimensional Cubes for Visualization of Multivariate Data

Authors : Hong Thi Nguyen, Thuan My Thi Pham, Tuyet Anh Thi Nguyen, Anh Van Thi Tran, Phuoc Vinh Tran, Dang Van Pham

Published in: Context-Aware Systems and Applications, and Nature of Computation and Communication

Publisher: Springer International Publishing

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Abstract

Visualization of multivariate data is a big challenge to problems of visual analytics. A system of data visualization is composed of visual mapping stage and visual display stage. The stage of visual mapping converts data to graph and the stage of visual display shows the graph on screen in accordance with human’s retinal perception which is specified by visual features and Gestalt’s laws. Based on data characteristics, multidimensional cubes representing multivariate data are classified as non-spatial multidimensional cube for non-spatial data, spatial multidimensional cube for spatio-temporal data, spatio-temporal multidimensional cube for movement data, and 3D-spatio-temporal multidimensional cube for flight data. For a visualization system responding human’s retinal perception, multidimensional cubes have to enable analysts to answer elementary questions concerning individual values, variation questions concerning part of data or overall data, and relation questions resulting in the correlation among attributes.

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Literature
1.
Tuck, M.: Gestalt Principles Applied in Design (2010)
2.
Alexandre, D.S., Tavares, J.M.R.S.: Introduction of human perception in visualization. Int. J. Imaging Robot.™ 4, 60–70 (2010)MathSciNet
3.
Yuan, M., Nara, A., Bothwell, J.: Space–time representation and analytics. Ann. GIS 20, 1–9 (2014)CrossRef
4.
Yuan, M.: Representing complex geographic phenomena in GIS. Cartography Geographic Inf. Sci. 28, 83–96 (2001)CrossRef
5.
Hagerstrand, T.: What about people in regional science?. In presented at the Ninth European Congress of Regional Science Association (1970)
6.
Bradley, S.: Gestalt Principles: How Are Your Designs Perceived? (2010)
7.
Graham, L.: Gestalt theory in interactive media design. J. Hum. Soc. Sci. 2, 1–12 (2008)
8.
Few, S.: Data visualization for human perception. In: Soegaard, M., R.F. Dam, Eds., 2nd ed The Encyclopedia of Human-Computer Interaction. Aarhus, Denmark, 2014
9.
Bertin, J.: General theory, from semiology of graphics. In: Dodge, M., Kitchin, R., Perkins, C. (eds.) The Map Reader. Theories of Mapping Practice and Cartographic Representation, pp. 8–16. John Wiley & Sons Ltd, London (2011)CrossRef
10.
Green, M.: Toward a Perceptual Science of Multidimensional Data Visualization: Bertin and Beyond. In: ERGO/GERO Human Factors Science, Citeseer (1998)
11.
Andrienko, N., Andrienko, G.: Exploratary Analysis of Spatial and Temporal Data - A Systematic Approach. Springer-Verlag, Berlin Heidelberg (2006)MATH
12.
Peuquet, D.J.: Representations of Space and Time. Guilford, New York (2002)
13.
Peuquet, D.J.: It’s about time: a conceptual framework for the representation of temporal dynamics in geographic information systems. Ann. Assoc. Am. Geographers 84, 441–461 (1994)CrossRef
14.
Aigner, W., Miksch, S., Muller, W., Schumann, H., Tominski, C.: Visualizing time-oriented data—A systematic view. Comput. Graphics 31, 401–409 (2007)CrossRef
15.
Nguyen, H.T., Tran, A.V.T., Nguyen, T.A.T., Vo, L.T., Tran, P.V.: Multivariate cube integrated retinal variable to visually represent multivariable data. EAI Endorsed Trans. Context-aware Syst. Appl. 4, 1–8 (2017)
16.
Nguyen, H.T., Tran, A.V.T., Nguyen, T.A.T., Vo, L.T., Tran, P.V.: Multivariate cube for representing multivariable data in visual analytics. In: Context-Aware Systems and Applications, Thu Dau Mot, Viet Nam, 2016, pp. 91–100
17.
Sacha, D., Stoffel, A., Stoffel, F., Kwon, B.C., Ellis, G., Keim, D.A.: Knowledge generation model for visual analytics. IEEE Trans. Visual Comput. Graphics 20, 1604–1613 (2014)CrossRef
18.
Keim, D., Andrienko, G., Fekete, J.-D., Görg, C., Kohlhammer, J., Melançon, G.: Visual analytics: definition, process, and challenges. In: Kerren, A., Stasko, John T., Fekete, J.-D., North, C. (eds.) Information Visualization. LNCS, vol. 4950, pp. 154–175. Springer, Heidelberg (2008). https://​doi.​org/​10.​1007/​978-3-540-70956-5_​7CrossRef
19.
20.
Bertin, J.: Semiology of graphics: Diagrams, networks, maps. ed: University of Wisconsin (1983)
21.
Tran, P.V., Nguyen, H.T., Tran, T.V.: Approaching multi-dimensional cube for visualization-based epidemic warning system - dengue fever. In: presented at the 8th International Conference on Ubiquitous Information Management and Communication, ACM IMCOM 2014, Siem Reap, Cambodia (2014)
22.
Hong, N.T., Phuoc, T.V.: Multidimensional cube for representing flight data in visualization-based system for tracking flyer. In: The 5th International Conference on Control, Automation and Information Sciences, Ansan, Korea, 2016, pp. 132–137
23.
Tran, P.V., Nguyen, H.T., Tran, T.V., Bui, T.T.: On an Approach to Visualizing Data of Flying Objects. In presented at the IEEE 2014 International Conference on Control, Automation and Information Sciences (ICCAIS 2014), Gwangju, South Korea (2014)
Metadata
Title
Two-Stage Approach to Classifying Multidimensional Cubes for Visualization of Multivariate Data
Authors
Hong Thi Nguyen
Thuan My Thi Pham
Tuyet Anh Thi Nguyen
Anh Van Thi Tran
Phuoc Vinh Tran
Dang Van Pham
Copyright Year
2019
Book
Context-Aware Systems and Applications, and Nature of Computation and Communication

Print ISBN: 978-3-030-06151-7

Electronic ISBN: 978-3-030-06152-4

Copyright Year: 2019

DOI
https://doi.org/10.1007/978-3-030-06152-4_7

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