CSC 544 - Advanced Data Visualization

Fall 2020

Instructor: Joshua A. Levine
Office: Online via Zoom
Meets: T/R 2:00-3:15pm, Live Online via Zoom
Office Hours: W 3-4pm, R 3:30-4:30pm
Course Syllabus
D2L
Piazza

Course Calendar

Week	Date	Tuesday	Date	Thursday

1	Aug 25	Introduction	Aug 27	HTML/Javascript Basics
2	Sep 01	d3 Intro	Sep 03	d3 Joins and Scales
3	Sep 08	Design Principles	Sep 10	Perception
4	Sep 15	Data Abstraction	Sep 17	Visual Encoding
5	Sep 22	Color	Sep 24	Tasks and Interaction
6	Sep 29	Views, Focus+Context	Oct 01	Tabular Arrangements
7	Oct 06	Hierarchies/Trees	Oct 08	Graphs
8	Oct 13	Cartography	Oct 15	Interpolation
9	Oct 20	Isosurfaces	Oct 22	Volumetric Data
10	Oct 27	Volume Rendering	Oct 29	Transfer Function Design
11	Nov 03	Topology	Nov 05	Flow Data
12	Nov 10	Flow Visualization	Nov 12	FlowVis: Features, Time
13	Nov 17	Uncertainty	Nov 19	Text and Sets
14	Nov 24	Retrospective	Nov 26	-- Thanksgiving --
15	Dec 01	Project Presentations	Dec 03	Project Presentations
16	Dec 08	Project Presentations

Final Exam: Mon., Dec. 14, 2020 3:30pm, Live Online via Zoom
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. 20, 2020) and withdrawing (Nov. 01, 2020) for this semester. See Fall 2020 Dates and Deadlines for complete details.

Link to Google drive folder with all lecture slides

Lecture 01 - Introduction

Date: August 25, 2020

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 27, 2020

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: September 01, 2020

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: September 03, 2020

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).

Lecture 05 - Design Principles

Date: September 08, 2020

Required Reading:

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

Optional Reading:

Edward Tufte, The Visual Display of Quantitative Information, 2001.
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.
Example Code from Class - use `git clone https://github.com/UA-CSC544-Fall2020/lecture05` to download

Lecture 06 - Perception

Date: September 10, 2020

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.

Lecture 07 - Data Abstraction

Date: September 15, 2020

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).

Lecture 08 - Visual Encoding

Date: September 17, 2020

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 Appliation 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 22, 2020

Required Reading:

Munzner, Chapter 10.1-10.3, 6.9 (Note: the textbook is available electronically through the UA Library for those on campus)
Color Use Guidelines for Mapping and Visualization. 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

Optional Reading:

Color Vision - Carlos Scheidegger (CSC 444 Fall 2019).
Ware, Information Visualization, Chapter 4. Note that this book is free to access on campus (the above link will not work off campus).
Rainbow Color Map (Still) Considered Harmful. D. Borland and R. Taylor. Computer Graphics and Applications, 27(2), pp. 14-17, 2007.
Color (listen) - Radiolab
Representing Colors as Three Numbers. Maureen Stone, Computer Graphics and Applications, 25(4), July 2005, pp. 78-85.
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 24, 2020

Required Reading:

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

Optional Reading:

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.
Low-level components of analytic activity in information visualization. Robert Amar, James Eagan, and John Stasko. Proc. InfoVis 05, pp. 111-117.
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: September 29, 2020

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 01, 2020

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), Sep/Oct 2006, pages 701-708.
LineUp: Visual Analysis of Multi-Attribute Rankings. Samuel Gratzl, Alexander Lex, Nils Gehlenborg, Hanspeter Pfister and Marc Streit. IEEE Transactions on Visualization and Computer Graphics (InfoVis), 2013.
Stacked Graphs - Geometry & Aesthetics. Lee Byron, Martin Wattenberg. Proceedings of InfoVis 2008.
Continuous Scatterplots. Sven Bachthaler, Daniel Weiskopf. IEEE Trans. Vis. Comput. Graph. 14(6):1428-1435, 2008.

Lecture 13 - Hierarchies/Trees

Date: October 06, 2020

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:

Cushion Treemaps: visualization of hierarchical information. Jack J. van Wijk and Huub van de Wetering, Proc InfoVis 1999, pp 73-78.

Lecture 14 - Graphs

Date: October 08, 2020

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.
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 13, 2020

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:

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 15, 2020

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 - Isosurfaces

Date: October 20, 2020

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 18 - Volumetric Data

Date: October 22, 2020

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 19 - Volume Rendering

Date: October 27, 2020

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.
Footprint Evaluation for Volume Rendering. Lee Westover. ACM SIGGRAPH Computer Graphics, vol. 24, no. 4, pp. 367-376, 1990.
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 20 - Transfer Function Design

Date: October 29, 2020

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 21 - Topology

Date: November 03, 2020

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 05, 2020

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)
Imaged 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.
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 23 - Flow Visualization

Date: November 10, 2020

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.

Lecture 24 - FlowVis: Features, Time

Date: November 12, 2020

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 - Uncertainty

Date: November 17, 2020

Required Reading:

Visualization of Uncertainty without a Mean. Kristin Potter, Samuel Gerber, Erik W. Anderson. IEEE CG&A. 33(1), pp.75-79, 2013.

Optional Reading:

Statistically Quantitative Volume Visualization. Joe Michael Kniss, Robert L. Van Uitert Jr., Abraham Stephens, Guo-Shi Li, Tolga Tasdizen, Charles D. Hansen. IEEE Visualization, pp. 287-294, 2005.
Noodles: A Tool for Visualization of Numerical Weather Model Ensemble Uncertainty. Jibonananda Sanyal, Song Zhang, Jamie Dyer, Andrew Mercer, Philip Amburn, and Robert J. Moorhead. IEEE TVCG 16(6), 2010.
Result-Driven Exploration of Simulation Parameter Spaces for Visual Effects Design. Stefan Bruckner, Torsten Möller IEEE Transactions on Visualization and Computer Graphics, 16(6):1467-1475, October 2010.
Vismon: Facilitating Analysis of Trade-Offs, Uncertainty, and Sensitivity In Fisheries Management Decision Making. Maryam Booshehrian, Torsten Möller, Randall M. Peterman, and Tamara Munzner. Computer Graphics Forum, 31(3):1235-1244, 2012.

Lecture 26 - Text and Sets

Date: November 19, 2020

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.
Design Study of LineSets, a Novel Set Visualization Technique. Basak Alper, Nathalie Henry Riche, Gonzalo Ramos, Mary Czerwinski. IEEE Trans. Vis. Comput. Graph. 17(12): 2259-2267 (2011)
KelpFusion: A Hybrid Set Visualization Technique. Wouter Meulemans, Nathalie Henry Riche, Bettina Speckmann, Basak Alper, Tim Dwyer. IEEE Trans. Vis. Comput. Graph. 19(11): 1846-1858 (2013)

Lecture 27 - Retrospective

Date: November 24, 2020

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.

Design Critiques
Assigned/Due: Rolling

P01 - Proposal
Assigned: Sep 03
Due: Oct 01 01:59:59 PM
Graded: Oct 08

P02 - Progress Update
Assigned: Oct 01
Due: Oct 29 01:59:59 PM
Graded: Nov 05

P03 - Project Presentation
Assigned: Oct 29
Due: Dec 01 01:59:59 PM
Graded: Dec 14

P04 - Final Report
Assigned: Nov 03
Due: Dec 08 01:59:59 PM
Graded: Dec 14

A00 - Survey
Assigned: Aug 25
Due: Sep 01 01:59:59 PM
Graded: Sep 08

A01 - D3 Basics
Assigned: Sep 01
Due: Sep 15 01:59:59 PM
Graded: Sep 22

A02 - SPLOMs
Assigned: Sep 15
Due: Sep 29 01:59:59 PM
Graded: Oct 06

A03 - Parallel Coordinates
Assigned: Sep 29
Due: Oct 13 01:59:59 PM
Graded: Oct 20

A04 - Treemaps
Assigned: Oct 13
Due: Oct 27 01:59:59 PM
Graded: Nov 03

A05 - Transfer Functions
Assigned: Oct 27
Due: Nov 10 01:59:59 PM
Graded: Nov 17

A06 - Flow Visualization
Assigned: Nov 10
Due: Nov 24 01:59:59 PM
Graded: Dec 01