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第5周

上课时间：2024/10/09 15:10-17:00

内容概要：
高维数据可视化

课件

  • 高维数据可视化
    • 阅读
  • Hans Rosling, Anna Rosling Rönnlund, Ola Rosling, ‘Factfulness: Ten Reasons We’re Wrong About the World-and Why Things Are Better Than You Think’, Flatiron Books, 2018.
  • N. Elmqvist and J.-D. Fekete, ‘Hierarchical aggregation for information visualization: Overview, techniques, and design guidelines’, IEEE transactions on visualization and computer graphics, vol. 16, no. 3, pp. 439–454, 2009.
  • R. Kosara, F. Bendix, and H. Hauser, ‘Parallel sets: Interactive exploration and visual analysis of categorical data’, IEEE transactions on visualization and computer graphics, vol. 12, no. 4, pp. 558–568, 2006.
  • J. H. Claessen and J. J. Van Wijk, ‘Flexible linked axes for multivariate data visualization’, IEEE Transactions on Visualization and Computer Graphics, vol. 17, no. 12, pp. 2310–2316, 2011.
  • C. Viau and M. J. McGuffin, ‘ConnectedCharts: explicit visualization of relationships between data graphics’, in Computer Graphics Forum, 2012, vol. 31, no. 3pt4, pp. 1285–1294.
  • G. Ellis and A. Dix, ‘Enabling automatic clutter reduction in parallel coordinate plots’, IEEE Transactions on Visualization and Computer Graphics, vol. 12, no. 5, pp. 717–724, 2006.
  • N. Gehlenborg and B. Wong, ‘Heat maps’, Nature Methods, vol. 9, no. 3, p. 213, 2012.
  • N. Gehlenborg and B. Wong, ‘Into the third dimension: three-dimensional visualizations are effective for spatial data but rarely for other data types’, Nature methods, vol. 9, no. 9, pp. 851–852, 2012.
  • A. Lex, M. Streit, E. Kruijff, and D. Schmalstieg, ‘Caleydo: Design and evaluation of a visual analysis framework for gene expression data in its biological context’, in 2010 IEEE Pacific Visualization Symposium (PacificVis), 2010, pp. 57–64.
  • J. Chuang, C. D. Manning, and J. Heer, ‘Termite: Visualization techniques for assessing textual topic models ’, in Proceedings of the international working conference on advanced visual interfaces, 2012, pp. 74–77.
  • X. Yuan, P. Guo, H. Xiao, H. Zhou, and H. Qu, ‘Scattering points in parallel coordinates’, IEEE Transactions on Visualization and Computer Graphics, vol. 15, no. 6, pp. 1001–1008, 2009.
  • C. Viau, M. J. McGuffin, Y. Chiricota, and I. Jurisica, ‘The FlowVizMenu and parallel scatterplot matrix: Hybrid multidimensional visualizations for network exploration’, IEEE transactions on visualization and computer graphics, vol. 16, no. 6, pp. 1100–1108, 2010.
  • X. Yuan, D. Ren, Z. Wang, and C. Guo, ‘Dimension projection matrix/tree: Interactive subspace visual exploration and analysis of high dimensional data’, IEEE Transactions on Visualization and Computer Graphics, vol. 19, no. 12, pp. 2625–2633, 2013.
  • Daniel A. Keim. Designing Pixel-Oriented Visualization Techniques: Theory and Applications. IEEE Trans. Vis. Comput. Graph., 6(1):59-78, 2000.
  • Daniela Oelke, Halldor Janetzko, Svenja Simon, Klaus Neuhaus and Daniel A. Keim. Visual Boosting in Pixel‐based Visualizations. Comput. Graph. Forum, 30(3):871–880, 2011.
  • Julian Heinrich and Daniel Weiskopf. State of the Art of Parallel Coordinates. In Eurographics 2013 - State of the Art Reports, Girona, Spain, May 6-10, 2013, pages 95–116, 2013.
  • Dominik Sacha, Leishi Zhang, Michael Sedlmair, John Aldo Lee, Jaakko Peltonen, Daniel Weiskopf, Stephen C. North and Daniel A. Keim. Visual Interaction with Dimensionality Reduction: A Structured Literature Analysis. IEEE Trans. Vis. Comput. Graph., 23(1):241-250, 2017.
  • Shusen Liu, Dan Maljovec, Bei Wang, Peer-Timo Bremer and Valerio Pascucci. Visualizing High-Dimensional Data: Advances in the Past Decade. IEEE Trans. Vis. Comput. Graph., 23(3):1249-1268, 2017.
  • John E. Wenskovitch, Ian Crandell, Naren Ramakrishnan, Leanna House, Scotland Leman and Chris North. Towards a Systematic Combination of Dimension Reduction and Clustering in Visual Analytics. IEEE Trans. Vis. Comput. Graph., 24(1):131-141, 2018.

    • 链接
  • Star Plot
  • Cubism.js
  • Visualization Assembly Line
  • Crossfilter

    • 编程示例

  • 静态散点图

    • 材料


    链接
  • Colorbrewer
  • White point

    • 可视化编程

    链接
  • D3官网
  • Examples
  • Documentation