Difference between revisions of "Lesson06"

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<font size="5">'''High-dimensional Data Visualisation'''</font>
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<font size="5">'''Visualising and Analysing High-dimensional Data'''</font>
  
 
=Content=
 
=Content=
  
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* Introduction to Multivariate Data
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* Introduction to High- Data
 
* Trellis  
 
* Trellis  
 
* Correlation Matrix
 
* Correlation Matrix
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* Parallel Coordinate Plot
 
* Parallel Coordinate Plot
 
* Treemap  
 
* Treemap  
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=Readings=
 
=Readings=
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==Core Readings==
 
==Core Readings==
  
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* [http://www.perceptualedge.com/articles/b-eye/visual_multivariate_analysis.pdf An Introduction to Visual Multivariate Analysis]  
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* [https://www.tableau.com/learn/whitepapers/visualizing-survey-data?ref=wc&signin=87976443b721a885b33a300166b02e22 Visualizing Survey Data]
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* [https://search-proquest-com.libproxy.smu.edu.sg/docview/228501277?rfr_id=info%3Axri%2Fsid%3Aprimo Corrgrams: Exploratory Displays for Correlation Matrices]
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* [https://onlinelibrary-wiley-com.libproxy.smu.edu.sg/doi/full/10.1002/wics.1192 Mosaic Plots]
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* [https://en.wikipedia.org/wiki/Ternary_plot Ternary Plot]
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* [https://www.jstatsoft.org/article/view/v057i05 Design of Diverging Stacked Bar Charts for Likert Scales and Other Applications]
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* [https://link-springer-com.libproxy.smu.edu.sg/content/pdf/10.1007%2F978-3-540-33037-0_8.pdf Multivariate Data Glyphs]
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* [https://kosara.net/papers/2010/Kosara_BeautifulVis_2010.pdf Turning a Table into a Tree: Growing Parallel Sets into a Purposeful Project]
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* [https://link-springer-com.libproxy.smu.edu.sg/content/pdf/10.1007%2F978-3-540-33037-0_25.pdf Parallel Coordinates]
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* [http://www.cs.umd.edu/hcil/treemap-history Shneiderman, Ben (2008) Treemaps for space-constrained visualization of hierarchies] (http://www.cs.umd.edu/hcil/treemap-history/)
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* [http://en.wikipedia.org/wiki/Heat_map Wikipedia: Heatmap]
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* [http://www.cs.umd.edu/hcil/treemap/FLEXIBLE-HIERARCHY-FINAL.pdf Extending the Utility of Treemaps with Flexible Hierarchy]
  
  
 
==Optional Readings==
 
==Optional Readings==
  
−
* [http://junkcharts.typepad.com/junk_charts/2010/06/the-scatterplot-matrix-a-great-tool.html The scatter-plot matrix: a great tool]
+
* Diverging Stacked Bar Chart
−
* [https://search-proquest-com.libproxy.smu.edu.sg/docview/1750838449?rfr_id=info%3Axri%2Fsid%3Aprimo A Graphical Display of Large Correlation Matrices]
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** [https://www.datarevelations.com/visualizing-survey-data Visualizing Survey Data from Data Revolution]
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* [https://www.sciencedirect.com/topics/engineering/ternary-diagram Ternary Diagram]
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** [https://bookdown.org/Rmadillo/likert/ Do not use averages with Likert scale data]
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* [http://csmgeo.csm.jmu.edu/geollab/fichter/Sedrx/readternary.html Reading a Ternary Diagram]
+
* Mosaic Plot
−
* [http://www.ifs.tuwien.ac.at/~silvia/wien/vu-infovis/articles/Inselberg-InfoVis97.pdf Multidimensional Detective]
+
** [https://link-springer-com.libproxy.smu.edu.sg/content/pdf/10.1007%2F978-3-540-33037-0_23.pdf Visualizing Contingency Tables]
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* [https://eagereyes.org/techniques/parallel-coordinates Parallel Coordinates]
+
** [https://link-springer-com.libproxy.smu.edu.sg/content/pdf/10.1007%2F0-387-37977-0_5.pdf Multivariate Categorical Data-Mosaic Plots]
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* [http://www.perceptualedge.com/articles/b-eye/parallel_coordinates.pdf Multivariate Analysis Using Parallel Coordinates]
+
** [http://www.theusrus.de/blog/understanding-mosaic-plots/ Understanding Area Based Plots: Mosaic Plots]
 +
** [https://link-springer-com.libproxy.smu.edu.sg/content/pdf/10.1007%2F978-3-540-33037-0_24.pdf Mosaic Plots and Their Variants]
 +
* Parallel Sets
 +
** [https://doaj.org/article/f2413642cbd04cdd9741f8c6c607f8c9 Social Factors That Influence Use of ICT in Agricultural Extension in Southern Africa]
 +
** [http://marlenacompton.com/?p=444 Visualizing Defect Percentages with Parallel Sets]
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** [http://www.theusrus.de/blog/parallel-sets-vs-mosaic-plots-take-i/ Parallel Sets vs. Mosaic Plots (Take I)]
 +
** [http://www.discoveryexhibition.org/pmwiki.php/Entries/Kosara2009 Discovery Exhibition: Parallel Sets]
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* Treemaps
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** [http://eagereyes.org/Techniques/Treemaps.html Treemaps]
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** [http://www.b-eye-network.com/view/2673 Discovering Business Intelligence Using Treemap Visualization]
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** [http://www.juiceanalytics.com/writing/10-lessons-treemap-design/ 10 Lessons in Treemap Design]
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** [http://delivery.acm.org.libproxy.smu.edu.sg/10.1145/580000/571649/p833-b_bederson.pdf?ip=202.161.43.77&id=571649&acc=ACTIVE%20SERVICE&key=FF6731C4D3E3CFFF%2E39D185EE56A58666%2E4D4702B0C3E38B35%2E4D4702B0C3E38B35&__acm__=1538033167_4a6787aed9b15196b9e585b3af4b7031 Bederson, Benjamin B.; Shneiderman, Ben; Wattenberg, Martin (2002). "Ordered and quantum treemaps: Making effective use of 2D space to display hierarchies". ACM Transactions on Graphics. 21 (4): 833.]
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** [http://www.win.tue.nl/~vanwijk/stm.pdf Bruls, Mark; Huizing, Kees; van Wijk, Jarke J. (2000). "Squarified treemaps". In de Leeuw, W.; van Liere, R. Data Visualization 2000: Proc. Joint Eurographics and IEEE TCVG Symp. on Visualization]
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** [http://www.juiceanalytics.com/writing/us-economic-census-treemap/ US Economic Census Treemap]
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** [https://ac-els-cdn-com.libproxy.smu.edu.sg/S0740624X11001055/1-s2.0-S0740624X11001055-main.pdf?_tid=5f3e825d-c9d0-414f-b1d2-3ffbe8e115d1&acdnat=1538033558_64b0c1431092fec2ea12cc5e7ba8e77b TreeCovery: Coordinated dual treemap visualization for exploring the Recovery Act]
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** [http://www.juiceanalytics.com/writing/juices-stimulus-bill-explorer/ Juice's Stimulus Bill Explorer]
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** [http://www.cc.gatech.edu/gvu/ii/fundexplorer/ Fundexplorer]
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** [http://www.smartmoney.com/map-of-the-market/ Map of the Market]
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** [http://www.hivegroup.com/gallery/index.html The HIVE Group]
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** [http://www.nytimes.com/imagepages/2007/02/25/business/20070225_CHRYSLER_GRAPHIC.html Truck Sales Slip, Tripping Up Chrysler]
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** [http://newsmap.jp/ Newsmap]
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** [http://www.nytimes.com/interactive/2010/02/01/us/budget.html Obama’s 2011 Budget Proposal: How It’s Spent]
 +
 
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=R Methods=
 +
 
 +
==Diverging Stacked Bar Charts==
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 +
* [https://www.rdocumentation.org/packages/HH/versions/3.1-35/topics/likert likert] function in [https://www.rdocumentation.org/packages/HH/versions/3.1-35 HH] package
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* [https://cran.r-project.org/web/packages/likert/ likert] package
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** [https://rpubs.com/m_dev/likert_summary Using likert on summary results]
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* [https://rdrr.io/cran/sjPlot/src/R/plot_likert.R plot_likert] function of [https://cran.r-project.org/web/packages/sjPlot/ sjPlot] package.
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 +
==Mosaic plot==
 +
 
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* [https://www.rdocumentation.org/packages/graphics/versions/3.5.1/topics/mosaicplot mosaicplot] function of R Graphics
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* ggmosaic package
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** [https://cran.r-project.org/web/packages/ggmosaic/index.html ggmosaic: Mosaic Plots in the 'ggplot2' Framework]
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** [https://cran.r-project.org/web/packages/ggmosaic/vignettes/ggmosaic.html Mosaic plots with ggplot2]
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* [https://cran.r-project.org/web/packages/vcd/index.html vcd: Visualizing Categorical Data]
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** [https://www.jstatsoft.org/article/view/v017i03 The Strucplot Framework: Visualizing Multi-way Contingency Tables with vcd]
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** [https://cran.r-project.org/web/packages/vcd/vignettes/residual-shadings.pdf Residual-Based Shadings in vcd]
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* [https://cran.r-project.org/web/packages/vcdExtra/index.html vcdExtra: 'vcd' Extensions and Additions]
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** [https://cran.r-project.org/web/packages/vcdExtra/vignettes/vcd-tutorial.pdf Tutorial: Working with categorical data with R and the vcd package]
 +
 
 +
==Treemaps==
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* [https://cran.r-project.org/web/packages/treemap/ Treemap]
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** [https://rpubs.com/brandonkopp/creating-a-treemap-in-r Creating a Treemap in R]
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** [https://cran.r-project.org/web/packages/treemap/vignettes/treemap-color_mapping.html treemap: mapping to color palettes]
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** [https://r-posts.com/simple-steps-to-create-treemap-in-r/ Simple Steps to Create Treemap in R]
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** [https://cran.r-project.org/web/packages/treemapify/index.html treemapify: Draw Treemaps in 'ggplot2']
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** [https://cran.r-project.org/web/packages/treemapify/vignettes/introduction-to-treemapify.html Introduction to treemapify]
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** [https://datascience-enthusiast.com/R/R_shiny_Tableau_treemap.html  Interactive visualization with R-Shiny versus with Tableau: Treemaps]
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 +
==Sunburst Diagram==
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** [https://cran.r-project.org/web/packages/sunburstR/ sunburstR]
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** [https://cran.r-project.org/web/packages/sunburstR/vignettes/sunburst-2-0-0.html Sunburst 2.0.0]
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** [http://timelyportfolio.github.io/sunburstR/example_baseball.html Visualize Baseball with sunburstR]
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** [https://medium.com/optima-blog/create-basic-sunburst-graphs-with-ggplot2-7d7484d92c61 Create Basic Sunburst Graphs with ggplot2]
 +
** [https://cran.r-project.org/web/packages/circlize/index.html circlize: circular visualization in R]
 +
** [https://jokergoo.github.io/circlize_book/book/ Circular Visualization in R]

Revision as of 08:34, 13 February 2020

Vaa logo.jpg ISSS608 Visual Analytics and Applications

About

Weekly Session

Assignment

Visual Analytics Project

Course Resources

 


Visualising and Analysing High-dimensional Data

Content

  • Introduction to High- Data
  • Trellis
  • Correlation Matrix
  • Ternary Plot
  • Glyphs or Star Plot
  • Heatmap
  • Parallel Coordinate Plot
  • Treemap

Readings

Core Readings


Optional Readings

R Methods

Diverging Stacked Bar Charts

Mosaic plot

Treemaps

Sunburst Diagram

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