• EdgeLens, Vis/InfoVis 2003 Electronic Proceedings DVD

• Perlin autostereo applet

• Hyperdimensional Data Analysis Using Parallel Coordinates Edward J. Wegman. Journal of the American Statistical Association, Vol. 85, No. 411. (Sep., 1990), pp. 664-675. [Archived version]
• Fast Multidimensional Scaling through Sampling, Springs and Interpolation Alistair Morrison, Greg Ross, Matthew Chalmers, Information Visualization 2(1) March 2003, pp. 68-77. [Archived version]
• Cluster Stability and the Use of Noise in Interpretation of Clustering, George S. Davidson, Brian N. Wylie, Kevin W. Boyack, Proc InfoVis 2001. [Archived version]
• Interactive Hierarchical Dimension Ordering, Spacing and Filtering for Exploration Of High Dimensional Datasets Jing Yang, Wei Peng, Matthew O. Ward and Elke A. Rundensteiner, Proc. InfoVis 2003. [Archived version]

Further Readings

• Visualizing the non-visual: spatial analysis and interaction with information from text documents James A. Wise, James J. Thomas, Kelly Pennock, David Lantrip, Marc Pottier, Anne Schur, and Vern Crow. Proc InfoVis 1995.
• Hierarchical Parallel Coordinates for Visualizing Large Multivariate Data Sets Ying-Huey Fua, Matthew O. Ward, and Elke A. Rundensteiner, IEEE Visualization '99. [Archived version]
• Parallel Coordinates: A Tool for Visualizing Multi-Dimensional Geometry. Alfred Inselberg and Bernard Dimsdale, IEEE Visualization '90, 1990.

• Ware, Chapter 10: Interacting with Visualizations
• Ware, Chapter 11: Thinking with Visualizations
• The cognitive coprocessor architecture for interactive user interfaces George Robertson, Stuart K. Card, and Jock D. Mackinlay, Proc. UIST '89, pp 10-18.
• Visual information seeking: Tight coupling of dynamic query filters with starfield displays Chris Ahlberg and Ben Shneiderman, Proc SIGCHI '94, pages 313-317. [Archived version]
• SDM: Selective Dynamic Manipulation of Visualizations, Mei C. Chuah, Steven F. Roth, Joe Mattis, John Kolojejchick, Proc. UIST '95 [Archived version]

• Toolglass and magic lenses: the see-through interface Eric A. Bier, Maureen C. Stone, Ken Pier, William Buxton, and Tony D. DeRose, Proc. SIGGRAPH'93, pp. 73-76. [Archived version]
• Design and Evaluation of Incremental Data Structures and Algorithms for Dynamic Query Interfaces Egemen Tanin, Richard Beigel, Ben Shneiderman, Proc. InfoVis 1997 [Archived version]

Videos

• Information Visualization Using 3D Interactive Animation, George Robertson, Jock Mackinlay, Stuart Card (Xerox PARC), CHI 91 Video Proceedings
• SDM: Malleable Information Graphics, Mei C. Chuah, Steven Roth, Joe Mattis, John Kolojejchik (CMU), InfoVis 95 Video Proceedings
• Dynamic Queries: Database Searching by Direct Manipulation, Ben Shneiderman (Maryland), Chris Williamson (Maryland), Christopher Ahlberg (Chalmers), CHI 92 Technical Video Program
• (Attribute Explorer): Visualization for Functional Design, B. Spence, L. Tweedie, H. Dawkes, H. Su, InfoVis 95 Video Program [not shown in class]

• Tufte, Chapter 2: Micro/Macro Readings
• Pad++: A Zooming Graphical Interface for Exploring Alternate Interface Physics Ben Bederson, and James D Hollan, Proc UIST 94. [Archived version]
• Space-Scale Diagrams: Understanding Multiscale Interfaces George Furnas and Ben Bederson, Proc SIGCHI '95. [Archived version]
• Speed-Dependent Automatic Zooming for Browsing Large Documents Takeo Igarashi and Ken Hinckley, Proc. UIST'00, pp. 139-148. [Archived version]
• Smooth and Efficient Zooming and Panning. Jack J. van Wijk and Wim A.A. Nuij, Proc. InfoVis 2003, p. 15-22 [Archived version]

• Rapid Controlled Movement Through a Virtual 3D Workspace Jock Mackinlay, Stuart Card, and George Robertson. Proc SIGGRAPH '90, pp 171-176. [Archived version]
• Design Guidelines for Landmarks to Support Navigation in Virtual Environments, Norman G. Vinson, Proc. SIGCHI 99. [Archived version]
• Effective View Navigation, George W. Furnas, Proc. SIGCHI 97, pp. 367-374 [Archived version]
• Critical Zones in Desert Fog: Aids to Multiscale Navigation, Susanne Jul and George W. Furnas, Proc. UIST 98 [Archived version]
• Tuning and testing scrolling interfaces that automatically zoom Andy Cockburn, Joshua Savage, Andrew Wallace. Proc CHI 05. [Archived version]

Videos

• Rapid Controlled Movement Through Virtual 3D Workspaces, Jock Mackinlay, Stuart Card, and George Robertson, CHI 91 Additional Videos
• Pad, SIGGRAPH 93 Video Supplement to Conference Proceedings
• Speed-dependent Automatic Zooming for Browsing Large Documents MPEG

Demos Speed-Dependent Automatic Zooming applet

Slides: HTML, PDF 1up, 6up

• Graph Visualisation in Information Visualisation: a Survey Ivan Herman, Guy Melancon, M. Scott Marshall. IEEE Transactions on Visualization and Computer Graphics, 6(1), pp. 24-44, 2000 [Archived version]
• Animated Exploration of Graphs with Radial Layout Ka-Ping Yee, Danyel Fisher, Rachna Dhamija, and Marti Hearst, Proc InfoVis 2001. [Archived version]
• SpaceTree: Supporting Exploration in Large Node Link Tree, Design Evolution and Empirical Evaluation Catherine Plaisant, Jesse Grosjean, and Ben B. Bederson. Proc. InfoVis 2002. [Archived version]
• Cushion Treemaps Jack J. van Wijk and Huub van de Wetering, Proc InfoVis 1999, pp 73-78 [Archived version]
• Multiscale Visualization of Small World Networks David Auber, Yves Chiricota, Fabien Jourdan, Guy Melancon, Proc. InfoVis 2003 [Archived version]

• Interactive Visualization of Small World Graphs Frank van Ham and Jarke van Wijk, Proc. InfoVis 2005
• Topological Fisheye Views for Visualizing Large Graphs, Emden Gansner, Yehuda Koren and Stephen North, IEEE TVCG 11(4), p 457-468, 2005 [Archived version]

Demos SpaceTree

Videos

• Animated Exploration of Graphs with Radial Layout video, Video Proceedings Vis/InfoVis 2001
• Dynamic Drawing of Clustered Graphs, DVD/Video Proceedings Vis/InfoVis 2004

• Andrew Carbonetto, Hierarchy Vis
  papers to pick from:
  • Cone Trees: Animated 3D Visualizations of Hierarchical Information George G. Robertson, Jock D. Mackinlay, Stuart K. Card, SIGCHI 1991
  • chosen: Multitrees: Enriching and reusing hierarchical structures. George W. Furnas and Jeff Zacks, SIGCHI 1994 , pp 330-336.
  • chosen: Polyarchy Visualization: Visualizing multiple intersecting hierarchies George G. Robertson, Kim Cameron, Mary Czerwinski, and Daniel Robbins. Information Visualization, 1(1), p.50-65, 2002
  • User Experiments with Tree Visualization Systems, Alfred Kobsa, Proc InfoVis 2004
  Slides: PPT, PDF 1up 6up
• Michael DiBernardo, Document Collections
  papers to pick from:
  • ThemeRiver: Visualizing Thematic Changes in Large Document Collections Susan Havre, Elizabeth Hetzler, Paul Whitney, Lucy Nowell. IEEE Transactions on Visualization and Computer Graphics, 8(1), pp 9-20, 2002.
  • InfoCrystal: A Visual Tool for Information Retrieval Anselm Spoerri, IEEE Visualization '93
  • TileBars: Visualization of Term Distribution Information in Full Text Information Access, Marti Hearst, Proc. SIGCHI 1995, pp. 59-66.
  • Interactive Visualization of Multiple Query Results S. Havre, E. Hetzler, K. Perrine, E. Jurrus, and N. Miller, Proc InfoVis 2001
  Slides: PDF
• Jeremy Hillaker, Computer Networks
  papers to pick from:
  • Visualizing Network Data Richard A. Becker, Stephen G. Eick, Allan R. Wilks. IEEE Trans. Visualization and Computer Graphics (TVCG) Vol 1 No 1, March 1995, pp 16-28. [Archived version]
  • chosen: 3D Geographic Network Displays Kenneth C. Cox, Stephen G. Eick, Taosong He. ACM SIGMOD Record Volume 25, Number 4, pp 50-54, 1996. [Archived version]
  • chosen: Visualizing Large-Scale Telecommunication Networks and Services Eleftherios Koutsofios, Stephen C. North, Russell Truscott, Daniel A. Keim. Proc IEEE Visualization 1999, pp 457-461.
  Slides: PPT, PDF 1up 6up
• Dave Ternes, Cartographic Vis
  papers to pick from:
  • From Metaphor to Method: Cartographic Perspectives on Information Visualization Andre Skupin, Proc. InfoVis 2000, pp 91-97.
  • Where on Earth is the Internet? An Empirical Investigation of the Spatial Patterns of Internet "Real-Estate" in Relation to Geospace in the United Kingdom Martin Dodge & Narushige Shiode. Telecommunications and the City Conference, Athens, Georgia, March 1998.
  • Case Study: Design and Assessment of an Enhanced Geographic Information System for Exploration of Multivariate Health Statistics R. Edsall and A. MacEachren and L. Pickle. Proc. InfoVis 2001.
  • chosen: Geographic visualization: designing manipulable maps for exploring temporally varying georeferenced statistics MacEachren, A.M. Boscoe, F.P. Haug, D. Pickle, L.W. (1998). Information Visualization. 1998, 87-94.
  Slides: PDF

• Yoel Lanir, Databases / Data Mining
  papers to pick from:
  • chosen: DataJewel: Tightly Integrating Visualization with Temporal Data Mining Mihael Ankerst, David H. Jones, Anne Kao, Changzhou Wang. ICDM Workshop on Visual Data Mining, Melbourne, FL, 2003 [Archived version]
  • chosen: DEVise: Integrated Querying and Visual Exploration of Large Datasets Miron Livny, Raghu Ramakrishnan, Kevin Beyer, Guangshun Chen, Donko Donjerkovic, Shilpa Lawande, Jussi Myllymaki, and Kent Wenger. Proc. SIGMOD 1997.
  Slides: PPT, PDF 1up 6up
• Shawn Minto, Software Vis
  papers to pick from:
  • chosen: Visually Encoding Program Test Information to Find Faults in Software James Eagan and Mary Jen Harrold and James A. Jones and John Stasko Proc InfoVis 2001 pp. 33-36.
  • Visualizing Application Behavior on Superscalar Processors Chris Stolte, Robert Bosch, Pat Hanrahan, and Mendel Rosenblum, Proc. InfoVis 1999
  • Visualization of Program-Execution Data for Deployed Software Alessandro Orso, James Jones, Mary Jean Harrold. Proc. of the ACM Symp. on Software Visualization, San Diego, CA, June 2003, pages 67--76. [Archived version]
  • Software Visualization in the Large Thomas A. Ball and Stephen G. Eick, IEEE Computer 29(4):33-43, 1996 [Archived version]
  • Execution Patterns in Object-Oriented Visualization Wim De Pauw, David Lorenz, John Vlissides, and Mark Wegman. Proc. Conference on Object-Oriented Technologies and Systems (COOTS '98) [Archived version]
  • chosen: Managing Software with New Visual Representations, Mei C. Chuah, Stephen G. Eick, Proc. InfoVis 1997. [Archived version]
  Slides: PPT, PDF 1up 6up
• Anirban Sinha, Color
  papers to pick from:
  • chosen: Face-based Luminance Matching for Perceptual Colormap Generation Gordon Kindlmann, Erik Reinhard, and Sarah Creem Proc. Vis 2002 [Archived version]
  • Large Datasets at a Glance: Combining Textures and Colors in Scientific Visualization Christopher G. Healey and James T. Enns. IEEE Transactions on Visualization and Computer Graphics 5, 2, (1999), 145-167. [Archived version]
  • chosen: The "Which Blair project": a quick visual method for evaluating perceptual color maps Bernice E Rogowitz, Alan D. Kalvin, Proc IEEE Visualization 2001, pp 183 - 190 [Archived version]
  Slides: PDF
• Karen Parker, Social Networks
  papers to pick from:
  • Visualizing Social Groups Linton C. Freeman, American Statistical Association, 1999 Proceedings of the Section on Statistical Graphics, 2000, 47-54.
  • chosen: Visualizing Social Networks Linton C. Freeman, Journal of Social Structure, 1, 2000, (1).
  • Social Network Fragments, Chap 7, danah boyd MS Thesis "Faceted Id/entity: Managing representation in a digital world"
  • chosen: Vizster: Visualizing Online Social Networks. Jeffrey Heer and danah boyd. Proc. InfoVis 2005
  Slides: PDF

• Task-Centered User Interface Design, Clayton Lewis and John Rieman, Chapters 0-5. OK to skim if you have already taken an HCI course. [Archived version] (Book available in its entirety online.)
• Ware, Appendix C: The Perceptual Evaluation of Visualization Techniques and Systems
• Snap-Together Visualization: Can Users Construct and Operate Coordinated Views? Chris North, B. Shneiderman. Intl. Journal of Human-Computer Studies, Academic Press, 53(5), pg. 715-739, (November 2000).

• The challenge of information visualization evaluation Catherine Plaisant Proc. Advanced Visual Interfaces (AVI) 2004 [Archived version]

Readings Project Proposals

• Aaron Barsky, Perception
  papers to pick from:
  • chosen: Internal vs. External Information in Visual Perception Ronald A. Rensink. Proc. 2nd Int. Symposium on Smart Graphics, pp 63-70, 2002. [Archived version]
  • chosen: Perceptual and Interpretative Properties of Motion for Information Visualization, Lyn Bartram, Proc. 1997 Workshop on New Paradigms in Information Visualization and Manipulation, 1997, pp 3-7
  • Level of detail: Varying rendering fidelity by exploiting human change blindness. Kirsten Cater, Alan Chalmers and Colin Dalton. Proc. 1st International Conference on Computer Graphics and Interactive Techniques in Australia and South East Asia, 2003, pp 39-46.
  • Why a Diagram is (Sometimes) Worth Ten Thousand Words", Larkin, J. and Simon, H.A., Cognitive Science, Vol. 11, No. 1, pp. 65-99, 1987. [not available online]
  Slides: PPT, PDF 1up 6up
• Mike Cora, Navigation/Zooming
  papers to pick from:
  • chosen: A Multi-Scale, Multi-Layer, Translucent Virtual Space Henry Lieberman, IEEE International Conference on Information Visualization, London, September 1997.
  • chosen: Constant Information Density in Zoomable Interfaces Allison Woodruff, James Landay, Michael Stonebraker, Proceedings of AVI '98, pp. 57-65. [Archived version]
  • Domain Name Based Visualization of Web Histories in a Zoomable User Interface R. Gandhi, G. Kumar, B. Bederson and B. Shneiderman. In Proceedings of the Second International Workshop on Web-based Information Visualization (WebVis'00), pages 591-598, Sep. 2000.
  Slides: PPT, PDF 1up 6up
• Lan Wu, Focus+Context
  papers to pick from:
  • chosen: Fisheye Menus Benjamin B. Bederson, Proc. UIST 2000, pp. 217-226.
  • chosen: Using Distortion-Oriented Displays to Support Workspace Awareness Saul Greenberg, Carl Gutwin, Andy Cockburn. Proc. HCI'96 Conference on People and Computers XI, 1996, p.299-314. [Archived version]
  • Fluid Interaction with High-resolution Wall-Size Displays Francois Guimbretière, Maureen Stone, Terry Winograd. UIST 2001 [Archived version]
  Slides: PPT, PDF 1up 6up

• Nicole Arskey, Viz on Small Displays
  • chosen: Summary Thumbnails: Readable Overviews for Small Screen Web Browsers Heidi Lam and Patrick Baudisch. Proc. CHI 2005, 681-690.
  • Automatic Text Reduction For Changing Size Constraints Good, L., Bederson, B., Stefik, M., and Baudisch, P. In CHI 2002 Extended Abstracts (Short paper), pp. 798-799.
  • chosen: Halo: A Technique for Visualizing Off-Screen Locations. Patrick Baudisch and Ruth Rosenholtz. Proc. CHI 2003, pp. 481-488.
  • Spatial interactive visualization on small screen Tero Hakala, Juha Lehikoinen, Antti Aaltonen. Proc. 7th international conference on Human computer interaction with mobile devices & services, 2005.
  Slides: PPT, PDF 1up 6up
• Stephen Ingram, High Dimensionality 1
• Allan Rempel, High Dimensionality 2
  papers to pick from:
  • Dimensional Anchors: a Graphic Primitive for Multidimensional Multivariate Information Visualizations Proc. Workshop on New Paradigms in Information Visualization and Manipulation, Nov. 1999, pp. 9-16.
  • Visualizing Multi-dimensional Clusters, Trends, and Outliers using Star Coordinates Eser Kandogan, Proc. KDD 2001
  • StarClass: Interactive Visual Classification Using Star Coordinates, Soon Tee Teoh and Kwan-Liu Ma, Proc. SIAM International Conference on Data Mining, 2003.
  • chosen: Charting a manifold, Matthew Brand, NIPS 2003.
  • Multiscale hybrid MDS Fabien Jourdan, Guy Melancon. Proc. Information Visualization (London) 2004.
  • Think Globally, Fit Locally: Unsupervised Learning of Nonlinear Manifolds. Lawrence K. Saul & Sam T. Roweis. University of Pennsylvania Technical Report MS-CIS-02-18, 2002
  • chosen: Maximum Likelihood Estimation of Intrinsic Dimension E. Levina and P.J. Bickel, NIPS 2004
  • Martin Law's manifold learning page is a great list of papers on dimensionality reduction
  Slides (Ingram): PPT, PDF 1up 6up Slides (Rempel): PPT, PDF 1up 6up
• Ducky Sherwood, Time-Series Data
  • Interactive Pattern Search in Time Series Buono, P., Aris, A., Plaisant, C., Khella, A. and Shneiderman, B. Proc. VDA 2005.
  • Interactive Visualization of Serial Periodic Data, John V. Carlis and Joseph A. Konstan, Proc UIST 98.
  • Time-series Bitmaps: A Practical Visualization Tool for working with Large Time Series Databases Kumar, N., Lolla N., Keogh, E., Lonardi, S. , Ratanamahatana, C. A. and Wei, L. (2005). Proc. SDM '05, pp. 531-535
  Slides: PPT, PDF 1up 6up

• Camilo Rostaker, Bioinformatics
  • chosen: LGL: creating a map of protein function with an algorithm for visualizing very large biological networks Adai AT, Date SV, Wieland S, Marcotte EM. J Mol Biol. 2004 Jun 25;340(1):179-90.
  • Interactive Exploration of Multidimensional Microarray Data: Scatterplot Ordering, Gene Ontology Browser, and Profile Search Jinwook Seo and Ben Shneiderman. University of Maryland Compouter Science Department Technical Report 4486 (HCIL-2003-25), 2003.
  • BARD: A visualization tool for biological sequence analysis Rhazes Spell, Rachael Brady, and Fred Dietrich. Proc. InfoVis 2003
  • chosen: GeneVis: Visualization Tools for Genetic Regulatory Network Dynamics C.A.H. Baker, M.S.T. Carpendale, M. Surette, P. Prusinkiewicz. Proc. Visualization 02, pages 243-250.
  Slides: PPT, PDF 1up 6up
• Roman Rudenko, Brushing/Linking
  • Graph-Theoretic Scagnostics Leland Wilkinson, Anushka Anand, Robert Grossman. Proc InfoVis 2005
  • Guidelines for Using Multiple Views in Information Visualization, M. Q. Wang Baldonado, A. Woodruff, A. Kuchinsky, Proceedings of AVI 2000, Palermo, Italy, May 2000, pp. 110-119. [Archived version]
  Slides: PPT, PDF 1up 6up
• Zephyr Liu, Interaction
  • chosen: High interaction graphics, Stephen G. Eick and Graham J. Wills. European Journal of Operational Research, 81:445-459, 1995.
    [Archived version] [NicheWorks home page]
  • Worlds within Worlds: Metaphors for Exploring N-Dimensional Virtual Worlds, Steven Feiner and Carl Beshers. UIST 1990, pp 76-83
  • chosen: Interactive Visualization of Genealogical Graphs Michael J. McGuffin and Ravin Balakrishnan. Proc. InfoVis 2005.
    movie
  Slides: PPT, PDF 1up 6up
• Ying Zhang, Animation
  • Animation: Can It Facilitate? Barbara Tversky, Julie Morrison, Mireille Betrancourt. International Journal of Human Computer Studies 57:4, pp 247-262, 2002.
  • Principles of Traditional Animation Applied to Computer Animation John Lasseter, Proceedings of SIGGRAPH 87, Computer Graphics, 21(4), pp. 35-44, July 1987.
    Illustrations of 11 Principles