CSC 544 - Advanced Data Visualization

Fall 2023

Meets: Mon./Wed. 3:30-4:45pm, Gould-Simpson, Rm 701
Instructor: Joshua A. Levine
Office: GS 754
Office Hours: Mon./Wed. 10:30-11:30am
Course Syllabus
D2L
Piazza

Course Calendar

(tentative, subject to change)

Week	Date	Monday	Date	Wednesday

1	Aug 21	Introduction	Aug 23	HTML/Javascript Basics
2	Aug 28	d3 Intro	Aug 30	d3 Joins and Scales
3	Sep 04	-- Labor Day --	Sep 06	Design Principles
4	Sep 11	Perception	Sep 13	Data Abstraction
5	Sep 18	Visual Encoding	Sep 20	Color
6	Sep 25	-- Class Cancelled --	Sep 27	Tasks and Interaction
7	Oct 02	Views, Focus+Context	Oct 04	Tabular Arrangements
8	Oct 09	Hierarchies/Trees	Oct 11	Graphs
9	Oct 16	Cartography	Oct 18	Interpolation
10	Oct 23	-- IEEE VIS --	Oct 25	-- IEEE VIS --
11	Oct 30	Volumetric Data	Nov 01	Volume Rendering
12	Nov 06	Transfer Function Design	Nov 08	Isosurfaces
13	Nov 13	Topology	Nov 15	Flow Data
14	Nov 20	Flow Visualization	Nov 22	FlowVis: Features, Time
15	Nov 27	Text and Sets	Nov 29	Retrospective
16	Dec 04	Project Presentations	Dec 06	Project Presentations

Highlighted dates have an assignment due by the start of class.

Highlighted dates have a project milestone due by the start of class.

Boxed dates correspond to the nearest class day to the deadlines for dropping without a W (Sep. 17, 2023) and withdrawing (Oct. 29, 2023) for this semester. See Fall 2023 Graduate Dates and Deadlines for complete details.

Link to Google drive folder with all lecture slides

Lecture 01 - Introduction

Date: August 21, 2023

Required Reading:

Course Syllabus
Netiquette Rules
A Tour of Visualizations, Good, Bad, and Ugly Carlos Scheidegger (CSC 444 Fall 2019).

Optional Reading:

Hans Rosling, TED 2006
A Tour through the Visualization Zoo., Jeffrey Heer, Michael Bostock, Vadim Ogievetsky. Communications of the ACM, 53(6) pp. 59-67, Jun 2010.
How to Read a Visualization Research Paper: Extracting the Essentials. Robert S. Laramee. IEEE Computer Graphics and Applications (IEEE CG&A), Vol. 31, No. 3, May/June 2011, pages 78-82.
The Value of Visualization. Jarke van Wijk. Proceedings of the IEEE Visualization Conference, pp. 79-86, 2005.

Lecture 02 - HTML/Javascript Basics

Date: August 23, 2023

Required Reading:

The Basics of the Web Stack - Carlos Scheidegger (CSC 444 Fall 2019).
Javascript - Carlos Scheidegger (CSC 444 Fall 2019).
Murray, Chapter 3 (all pages except for the section on Javasript) (Note: the textbook is available electronically through the UA Library for those on campus)

Optional Reading:

Speaking JavaScript: An In-Depth Guide for Programmers - Chapter 1. Basic JavaScript (note, most chapters of this book cover Javascript in great detail, but the focus of the book is ES5)
Eloquent JavaScript, 3rd Edition: A Modern Introduction to Programming (note, this is included as a reference. The book is a great way to learn ES6, but you need not read it all at once)
Advice on Learning Javascript - Michael Gleicher (Wisconsin). Other than the textbook links, check out the video lectures at the bottom of this page for more repetition on the basics of the language, closures, and more
Lecture 3 Activities - Carlos Scheidegger (CSC 444 Fall 2019).

Lecture 03 - d3 Intro

Date: August 28, 2023

Required Reading:

Murray, Chapter 5,6 (Note: the textbook is available electronically through the UA Library for those on campus)
DOM Manipulation - Carlos Scheidegger (CSC 444 Fall 2019).
Welcome to d3 - Carlos Scheidegger (CSC 444 Fall 2019).

Optional Reading:

Lecture 04 - d3 Joins and Scales

Date: August 30, 2023

Required Reading:

Murray, Chapter 7 (Note: the textbook is available electronically through the UA Library for those on campus)
d3 Scales - Carlos Scheidegger (CSC 444 Fall 2019).

Optional Reading:

d3 Drills - Carlos Scheidegger (CSC 444 Fall 2019).
Example Code from Class - use `git clone https://github.com/UA-CSC544-Fall2023/l04_examples.git` to download

Lecture 05 - Design Principles

Date: September 06, 2023

Required Reading:

Munzner, Chapter 1, 6.10 (Note: the textbook is available electronically through the UA Library for those on campus)

Optional Reading:

The good, the bad, and the biased: five ways visualizations can mislead (and how to fix them). Danielle Albers Szafir. Interactions. 2018.
Design Principles for Visual Communication. Maneesh Agrawala, Wilmot Li, Floraine Berthouzoz. Communications of the ACM, 54(4), pp. 60-69, Apr 2011.
99% Details. Podcast from 99% Invisible, Sep 2010.
Negative Space. Bang Wong. Nature Methods 8:1, Dec. 2010.
Design of data figures. Bang Wong. Nature Methods 7:665, Sept 2010.
Edward Tufte, The Visual Display of Quantitative Information, 2001.

Lecture 06 - Perception

Date: September 11, 2023

Required Reading:

Ware, Information Visualization, Chapter 3. Note that this book is free to access on campus (the above link will not work off campus).
Attention and Visual Memory in Visualization and Computer Graphics. Christopher G. Healey, James T. Enns. IEEE Trans. Vis. Comput. Graph. 18(7): 1170-1188 (2012)

Optional Reading:

Gestalt principles (Part 1) Bang Wong. Nature Methods 7, pp. 863, Nov 2010.
Gestalt principles (Part 2) Bang Wong. Nature Methods 7, pp. 941, Dec 2010.
Jurassic Mark: Inattentional Blindness for a Datasaurus Reveals that Visualizations are Explored, not Seen. Tal Boger, Steven B. Most, Steven L. Franconeri. IEEE Visualization Conference (VIS), 71-75, 2021.

Lecture 07 - Data Abstraction

Date: September 13, 2023

Required Reading:

Munzner, Chapter 2 (Note: the textbook is available electronically through the UA Library for those on campus)
On the Theory of Scales of Measurement. S. S. Stevens. Science, 103(2684), pp. 677-680, June 1946.

Optional Reading:

Polaris: a system for query, analysis, and visualization of multidimensional databases. Chris Stolte, Diane Tang, Pat Hanrahan. Commun. ACM 51(11): 75-84 (2008).
Guidelines for Pursuing and Revealing Data Abstractions. Alex Bigelow, Katy Williams, Katherine E. Isaacs, in IEEE TVCG 27(2), 1503-1513, 2021.

Lecture 08 - Visual Encoding

Date: September 18, 2023

Required Reading:

Munzner, Chapter 5, 6.3-6.6 (Note: the textbook is available electronically through the UA Library for those on campus)
Automating the Design of Graphical Presentations of Relational Information. Jock Mackinlay. ACM TOG 5(2), 1986.

Optional Reading:

Graphical Perception: Theory, Experimentation, and Application to the Development of Graphical Methods. William S. Cleveland and Robert McGill, Journal of the American statistical association 79, no. 387 (1984): 531-554.
Animation: Can It Facilitate? Barbara Tversky, Julie Morrison, Mireille Betrancourt. International Journal of Human Computer Studies 57:4, pp 247-262, 2002.

Lecture 09 - Color

Date: September 20, 2023

Required Reading:

Munzner, Chapter 10.1-10.3, 6.9 (Note: the textbook is available electronically through the UA Library for those on campus)
Which color scale to use when visualizing data. Lisa Charlotte Muth, 2021 (All 4 parts).
See also: How to pick more beautiful colors for your data visualizations.

Optional Reading:

Color Vision - Carlos Scheidegger (CSC 444 Fall 2019).
Rainbows Revisited: Modeling Effective Colormap Design for Graphical Inference. Khairi Reda and Danielle Albers Szafir. IEEE TVCG 2021.
Ware, Information Visualization, Chapter 4. Note that this book is free to access on campus (the above link will not work off campus).
Color Use Guidelines for Data Representation. Cynthia A. Brewer. Proceedings of the Section on Statistical Graphics, American Statistical Association, Alexandria VA. pp. 55-60. 1999.
See also: Colorbrewer: Color Advice for Maps
Rainbow Color Map (Still) Considered Harmful. D. Borland and R. Taylor. Computer Graphics and Applications, 27(2), pp. 14-17, 2007.
Color (listen) - Radiolab
http://www.brucelindbloom.com Bruce Lindbloom. Useful color information, studies, and Files.
Is Your Red The Same as My Red? (watch) - Vsauce.

Lecture 10 - Tasks and Interaction

Date: September 27, 2023

Required Reading:

Munzner, Chapter 3, 6.8, 11 (Note: the textbook is available electronically through the UA Library for those on campus)

Optional Reading:

Example Code from Class on Color - use `git clone https://github.com/UA-CSC544-Spring2023/l10_examples.git` to download
Smooth and Efficient Zooming and Panning. Jack J. van Wijk and Wim A.A. Nuij, Proc. InfoVis 2003, p. 15-22
Animated Transitions in Statistical Data Graphics. Jeffrey Heer and George G. Robertson. IEEE TVCG (Proc. InfoVis 2007) 13(6): 1240-1247, 2007.
Interactive Dynamics for Visual Analysis Jeffrey Heer and Ben Shneiderman, Communications of the ACM, 55(4), pp. 45-54, 2012.
A Design Space of Visualization Tasks. Hans-Jorg Schulz, Thomas Nocke, Magnus Heitzler, and Heidrun Schumann. IEEE TVCG, 19(12): 2376-2385, 2013.

Lecture 11 - Views, Focus+Context

Date: October 02, 2023

Required Reading:

Munzner, Chapter 12, 6.7, 14 (Note: the textbook is available electronically through the UA Library for those on campus)
A review of overview+detail, zooming, and focus+context interfaces. Andy Cockburn, Amy Karlson, and Benjamin B. Bederson. ACM Computing Surveys 41(1), 2008.

Optional Reading:

The visual design and control of the trellis display. R. Becker, W. Cleveland, M. Shyu. Journal of Computational and Graphical Statistics, 5(2), 1996.
Toolglass and magic lenses: the see-through interface. Eric A. Bier, Maureen C. Stone, Ken Pier, William Buxton, and Tony D. DeRose, Proc. SIGGRAPH, pp. 73-76, 1993.
Interactive Coordinated Multiple-View Visualization of Biomechanical Motion Data. Daniel F. Keefe, Marcus Ewert, William Ribarsky, Remco Chang. IEEE Trans. Visualization and Computer Graphics (Proc. Vis 2009), 15(6):1383-1390, 2009.

Lecture 12 - Tabular Arrangements

Date: October 04, 2023

Required Reading:

Munzner, Chapter 7, 15.3-15.5 (Note: the textbook is available electronically through the UA Library for those on campus)
Hierarchical Parallel Coordinates for Exploration of Large Datasets. Ying-Huey Fua, Matthew O. Ward, and Elke A. Rundensteiner. IEEE Visualization 1999.

Optional Reading:

Munzner, Chapter 13 (Note: the textbook is available electronically through the UA Library for those on campus)
Multi-Scale Banking to 45 Degrees. Jeffrey Heer, Maneesh Agrawala. Proc. InfoVis 2006, published as IEEE Transactions on Visualization and Computer Graphics (TVCG), 12(5): 701-708, Sep/Oct 2006.
Stacked Graphs - Geometry & Aesthetics. Lee Byron, Martin Wattenberg. Proceedings of InfoVis 2008.
Taggle: Scalable Visualization of Tabular Data through Aggregation. Katarina Furmanova, Samuel Gratzl, Holger Stitz, Thomas Zichner, Miroslava Jaresova, Alexander Lex, Marc Streit. Information Visualization, 19(2): 114-136, 2019

Lecture 13 - Hierarchies/Trees

Date: October 09, 2023

Required Reading:

Munzner, Chapter 9 (Note: the textbook is available electronically through the UA Library for those on campus)
Treevis.net: A Tree Visualization Reference. Hans-Jorg Schulz, IEEE CG&A, 31(6), pp. 11-15, Nov.-Dec. 2011.
See also: A Visual Bibliography of Tree Visualization. InfoVis 2010 Best Poster.

Optional Reading:

Improving Walkers Algorithm to Run in Linear Time. Christoph Buchheim, Michael Jünger, Sebastian Leipert, GD 2002: 344-353
Cushion Treemaps: visualization of hierarchical information. Jack J. van Wijk and Huub van de Wetering, Proc InfoVis 1999, pp 73-78.
Focus+Context Display and Navigation Techniques for Enhancing Radial, Space-Filling Hierarchy Visualizations. John T. Stasko, Eugene Zhang, INFOVIS 2000: 57-65
Graph Visualization and Navigation in Information Visualization: A Survey. Ivan Herman, Guy Melançon, M. Scott Marshall, IEEE Trans. Vis. Comput. Graph. 6(1): 24-43 (2000)

Lecture 14 - Graphs

Date: October 11, 2023

Required Reading:

Hierarchical Edge Bundles: Visualization of Adjacency Relations in Hierarchical Data. Danny Holten, Proc InfoVis 06, published as IEEE TVCG 12(5), p 741-748, 2006.

Optional Reading:

Visual Exploration of Multivariate Graphs. Martin Wattenberg, Proc. CHI 2006.
HOLA: Human-like Orthogonal Network Layout. S. Kieffer, T. Dwyer, K. Marriott, and M. Wybrow. IEEE Transactions on Visualization and Computer Graphics (TVCG), 22(1): 349–358, Jan. 2016.
A technique for drawing directed graphs. Emden R. Gansner, Eleftherios Koutsofios, Stephen C. North, and Kiem-Phong Vo, IEEE Trans. on Software Engineering 19(3), 214-230, 1993.
Visual Analysis of Large Graphs: State-of-the-Art and Future Research Challenges. Tatiana von Landesberger, Arjan Kuijper, Tobias Schreck, Jörn Kohlhammer, Jarke J. van Wijk, Jean-Daniel Fekete, and Dieter W. Fellner. Computer Graphics Forum 30:6 (2011), 1719-1749.
Murray, Chapter 11 (Note: the textbook is available electronically through the UA Library for those on campus)

Lecture 15 - Cartography

Date: October 16, 2023

Required Reading:

Munzner, Chapter 8.1-8.3 (Note: the textbook is available electronically through the UA Library for those on campus)
Unfolding the Earth: Myriahedral Projections. Jarke J. van Wijk, The Cartographic Journal, Vol. 45, No. 1, pp.32-42, February 2008. See also Additional Media.

Optional Reading:

Surprise! Bayesian weighting for de-biasing thematic maps.. Michael Correll and Jeffrey Heer. IEEE TVCG, 23(1), 651-660, 2016.
The Evolution of Thematic Cartography/A Research Methodology and Historical Review. Alan M. MacEachren. The Canadian Cartographer 16:1 (1979), 17-33.
Rendering Effective Route Maps: Improving Usability Through Generalization. Maneesh Agrawala and Chris Stolte, SIGGRAPH 2001.
Bostock, Command-Line Cartography
Murray, Chapter 12 (Note: the textbook is available electronically through the UA Library for those on campus)

Lecture 16 - Interpolation

Date: October 18, 2023

Required Reading:

Optional Reading:

d3-interpolate
Telea, Chapter 3.1-3.2 (Note: the textbook is available electronically through the UA Library for those on campus)
Human Factors in Visualization Research. Melanie Tory, Torsten Möller. IEEE Trans. Vis. Comput. Graph. 10(1): 72-84, 2004.

Lecture 17 - Volumetric Data

Date: October 30, 2023

Required Reading:

Optional Reading:

Telea, Chapter 2, 3.3-3.5 (Note: the textbook is available electronically through the UA Library for those on campus)
Illumination for Computer Generated Pictures. Bui Tuong Phong. Commun. ACM 18(6): 311-317 (1975)

Lecture 18 - Volume Rendering

Date: November 01, 2023

Required Reading:

Munzner, Chapter 8.4.2 (Note: the textbook is available electronically through the UA Library for those on campus)
Display of Surfaces from Volume Data. Marc Levoy, IEEE Computer Graphics and Applications, 8(3), 29-37, 1988.
You may also want to read the errata.

Optional Reading:

Volume rendering. Robert A. Drebin, Loren C. Carpenter, Pat Hanrahan. SIGGRAPH Computer Graphics, Vol. 22, No. 4, August, 1988, pages 51-58.
Real-Time Volume Graphics. Klaus Engel, Markus Hadwiger, Joe Kniss, Aaron Lefohn, Christof Rezk-Salama and Daniel Weiskopf. In ACM Siggraph 2004, Course 28, 2004.
While I recommend the book, you can Focus on Chapters 1, 3 and Sections III and VII in the coursenotes their SIGGRAPH 2004 course, as well as
the slides from newer coursenotes from EG 2006, specifically parts 1,3,5-7.

Lecture 19 - Transfer Function Design

Date: November 06, 2023

Required Reading:

The Transfer Function Bake-Off. Hanspeter Pfister, William E. Lorensen, Chandrajit L. Bajaj, Gordon L. Kindlmann, William J. Schroeder, Lisa Sobierajski Avila, Ken Martin, Raghu Machiraju, Jinho Lee. IEEE Computer Graphics and Applications 21(3): 16-22 (2001).
Multidimensional Transfer Functions for Interactive Volume Rendering. Joe Kniss, Gordon L. Kindlmann, Charles D. Hansen IEEE Trans. Vis. Comput. Graph. 8(3): 270-285 (2002).
The original paper was Best Paper, Vis 2001: Interactive Volume Rendering Using Multi-Dimensional Transfer Functions and Direct Manipulation Widgets. Joe Kniss, Gordon L. Kindlmann, Charles D. Hansen. IEEE Visualization, pp. 255-262, 2001.

Optional Reading:

Curvature-Based Transfer Functions for Direct Volume Rendering: Methods and Applications. Gordon L. Kindlmann, Ross T. Whitaker, Tolga Tasdizen, Torsten Möller. IEEE Visualization, pp. 513-520, 2003.
Local Histograms for Design of Transfer Functions in Direct Volume Rendering. Claes Lundström, Patric Ljung, Anders Ynnerman. IEEE Trans. Vis. Comput. Graph. 12(6): 1570-1579 2006.
Volume Illustration: Nonphotorealistic Rendering of Volume Models. Penny Rheingans, David S. Ebert. IEEE Trans. Vis. Comput. Graph. 7(3): 253-264 (2001)

Lecture 20 - Isosurfaces

Date: November 08, 2023

Required Reading:

Munzner, Chapter 8.4.1 (Note: the textbook is available electronically through the UA Library for those on campus)
Marching Cubes: A High Resolution 3D Surface Construction Algorithm. William E. Lorensen and Harvey E. Cline, Computer Graphics (Proceedings of SIGGRAPH 87), 21 (4), pp. 163-169 (July 1987, Anaheim, California).

Optional Reading:

Data structures for soft objects. Geoff Wyvill, Craig McPheeters, Brian Wyvill. The Visual Computer 2(4): 227-234 (1986).
The Asymptotic Decider: Resolving the Ambiguity in Marching Cubes. Gregory M. Nielson, Bernd Hamann. IEEE Visualization 1991: 83-93
Improving the Robustness and Accuracy of the Marching Cubes Algorithm for Isosurfacing. Adriano Lopes, Ken Brodlie. IEEE Trans. Vis. Comput. Graph. 9(1): 16-29 (2003).
Instructors Note: this one of the "corrected" Marching cubes, even if it's not the most recent, and builds on earlier results [Natarajan '94, Chernyaev '95]
A Near Optimal Isosurface Extraction Algorithm Using the Span Space. Yarden Livnat, Han-Wei Shen, Christopher R. Johnson. IEEE Trans. Vis. Comput. Graph. 2(1): 73-84 (1996)

Lecture 21 - Topology

Date: November 13, 2023

Required Reading:

The contour spectrum. Chandrajit L. Bajaj, Valerio Pascucci, Daniel Schikore. IEEE Visualization 1997: 167-174

Optional Reading:

A Topological Hierarchy for Functions on Triangulated Surfaces. Peer-Timo Bremer, Herbert Edelsbrunner, Bernd Hamann, Valerio Pascucci. IEEE Trans. Vis. Comput. Graph. 10(4): 385-396 (2004).
Direct Feature Visualization Using Morse-Smale Complexes. Attila Gyulassy, Natallia Kotava, Mark Kim, Charles D. Hansen, Hans Hagen, Valerio Pascucci. IEEE Trans. Vis. Comput. Graph. 18(9): 1549-1562 (2012)
The Topology ToolKit. Julien Tierny, Guillaume Favelier, Joshua A. Levine, Charles Gueunet, Michael Michaux. IEEE Trans. Vis. Comput. Graph. 24(1): 832-842 (2018)

Lecture 22 - Flow Data

Date: November 15, 2023

Required Reading:

Munzner, Visualization Analysis and Design, Chapter 8.5
Streak Lines as Tangent Curves of a Derived Vector Field. Tino Weinkauf, Holger Theisel. IEEE Trans. Vis. Comput. Graph. 16(6): 1225-1234 (2010).

Optional Reading:

Flow Visualization. Stephen Kline (National Committee for Fluid Mechanics Films). 35 min running time.
Check out the Film Notes as well.
Integrating ODEs Numerically. Carlos Scheidegger (CSC 444 Fall 2019)
Image-Based Streamline Generation and Rendering. Liya Li and Han-Wei Shen. IEEE Transactions on Visualization and Computer Graphics, Vol 13, No. 3, pages 630-640, 2007.

Lecture 23 - Flow Visualization

Date: November 20, 2023

Required Reading:

Comparing 2D Vector Field Visualization Methods: A User Study. David H. Laidlaw, Robert M. Kirby, Cullen D. Jackson, J. Scott Davidson, Timothy S. Miller, Marco da Silva, William H. Warren, Michael J. Tarr. IEEE Trans. Vis. Comput. Graph. 11(1): 59-70 (2005).

Optional Reading:

Imaging vector fields using line integral convolution. B. Cabral and C. Leedom. in Proceedings of SIGGRAPH, pages 263-270, 1993.
Image based flow visualization. J. van Wijk. in Proceedings of ACM SIGGRAPH, pages 745-754, 2002.
Image-guided streamline placement. G. Turk and D. Banks. In Proceedings of ACM SIGGRAPH, pages 453-460, 1996.
See also, Creating evenly-spaced streamlines of arbitrary density. B. Jobard and W. Lefer. In Visualization in Scientific Computing, pages 43-56, 1997.

Lecture 24 - FlowVis: Features, Time

Date: November 22, 2023

Required Reading:

Time and Streak Surfaces for Flow Visualization in Large Time-Varying Data Sets. Harinarayan Krishnan, Christoph Garth, Kenneth I. Joy. IEEE Trans. Vis. Comput. Graph. 15(6): 1267-1274 (2009)

Optional Reading:

Topology tracking for the visualization of time-dependent two-dimensional flows. Xavier Tricoche, Thomas Wischgoll, Gerik Scheuermann, Hans Hagen. Computers & Graphics 26(2): 249-257 (2002)
Path Line Oriented Topology for Periodic 2D Time-Dependent Vector Fields. Kuangyu Shi, Holger Theisel, Tino Weinkauf, Helwig Hauser, Hans-Christian Hege, Hans-Peter Seidel. EuroVis 2006: 139-146
LCS Tutorial - Shawn Shadden (shaddenlab.berkeley.edu)
Efficient Computation and Visualization of Coherent Structures in Fluid Flow Applications. Christoph Garth, Florian Gerhardt, Xavier Tricoche, Hans Hagen. IEEE Trans. Vis. Comput. Graph. 13(6): 1464-1471 (2007)
Time-Dependent 2-D Vector Field Topology: An Approach Inspired by Lagrangian Coherent Structures. Filip Sadlo, Daniel Weiskopf. Comput. Graph. Forum 29(1): 88-100 (2010)

Lecture 25 - Text and Sets

Date: November 27, 2023

Required Reading:

Jigsaw: Supporting Investigative Analysis through Interactive Visualization. John T. Stasko, Carsten Görg, Zhicheng Liu. Information Visualization 7(2): 118-132 (2008).
See also, Additional Media.
Bubble Sets: Revealing Set Relations with Isocontours over Existing Visualizations. Christopher Collins, Gerald Penn, M. Sheelagh T. Carpendale. IEEE Trans. Vis. Comput. Graph. 15(6): 1009-1016 (2009)

Optional Reading:

UpSet: Visualization of Intersecting Sets. Alexander Lex, Nils Gehlenborg, Hendrik Strobelt, Romain Vuillemot, Hanspeter Pfister. IEEE Trans. Vis. Comput. Graph. 20(12): 1983-1992 (2014)
DocuBurst: Visualizing Document Content using Language Structure. Christopher Collins, M. Sheelagh T. Carpendale, Gerald Penn. Comput. Graph. Forum 28(3): 1039-1046 (2009)
Arc Diagrams: Visualizing Structure in Strings. Martin Wattenberg. IEEE Information Visualization Symposium, 2002.
The State-of-the-Art of Set Visualization. Alsallakh, Bilal, Luana Micallef, Wolfgang Aigner, Helwig Hauser, Silvia Miksch, and Peter Rodgers. In Computer Graphics Forum, 35(1): 234-260 (2016)

Lecture 26 - Retrospective

Date: November 29, 2023

Required Reading:

Let’s Do Virtuous Data Visualization. Michael Correll (medium)

Optional Reading:

After the storm: Considerations for information visualization. M. Pauline Baker and Colleen Bushell. IEEE CG&A 15(3): 12-15, 1995.
Ethical Dimensions of Visualization Research. Michael Correll. ACM CHI, pp. 1-13. 2019.
How Deceptive are Deceptive Visualizations?: An Empirical Analysis of Common Distortion Techniques. Anshul Vikram Pandey, Katharina Rall, Margaret L. Satterthwaite, Oded Nov, Enrico Bertini. ACM CHI, pp. 1469-1478, 2015.

Design Critiques
Assigned/Due: Rolling

P01 - Proposal
Assigned: Aug 30
Due: Oct 02 03:29:59 PM
Graded: Oct 09

P02 - Progress Update
Assigned: Oct 02
Due: Nov 06 03:29:59 PM
Graded: Nov 13

P03 - Project Presentation
Assigned: Nov 06
Due: Dec 04 03:29:59 PM
Graded: Dec 12

P04 - Final Report
Assigned: Nov 08
Due: Dec 06 03:29:59 PM
Graded: Dec 12

A00 - Survey
Assigned: Aug 21
Due: Aug 28 03:29:59 PM
Graded: Sep 04

A01 - D3 Basics
Assigned: Aug 28
Due: Sep 13 03:29:59 PM
Graded: Sep 20

A02 - SPLOMs
Assigned: Sep 13
Due: Sep 27 03:29:59 PM
Graded: Oct 04

A03 - Parallel Coordinates
Assigned: Sep 27
Due: Oct 11 03:29:59 PM
Graded: Oct 18

A04 - Treemaps
Assigned: Oct 11
Due: Nov 01 03:29:59 PM
Graded: Nov 08

A05 - Transfer Functions
Assigned: Nov 01
Due: Nov 15 03:29:59 PM
Graded: Nov 22

A06 - Flow Visualization
Assigned: Nov 15
Due: Nov 29 03:29:59 PM
Graded: Dec 06