Design Guidelines and Principles - Lecture 7 - Information Visualisation (4019538FNR)

2 December 2005
Information Visualisation
Design Guidelines and Principles
Prof. Beat Signer
Department of Computer Science
Vrije Universiteit Brussel
beatsigner.com

Beat Signer - Department of Computer Science - bsigner@vub.ac.be 2
March 25, 2021
Guidelines
▪ No Unjustified 3D
▪ Power of the Plane
▪ Disparity of Depth
▪ Occlusion Hides Information
▪ Perspective Distortion Dangers
▪ Tilted Text is Not Legible
▪ No Unjustified 2D
▪ Eyes Beat Memory
▪ Resolution Over Immersion
▪ Overview First, Zoom and Filter, Details on Demand
▪ Responsiveness is Required

March 25, 2021
Guidelines …
▪ Get it Right in Black and White
▪ Function First, Form Next

March 25, 2021
No Unjustified 3D
▪ 3D visualisation easily justified for tasks involving shape
understanding of inherently three-dimensional structures
▪ frequently for inherently spatial data
▪ in this case benefits of 3D visualisation outweigh the costs
▪ Depth cues (e.g. occlusion, perspective distortion or
shadows and lighting) come with some costs
▪ e.g. legibility of text might be affected
▪ justify whether benefits of depth information outweigh the costs
▪ Power of the Plane
▪ perceived importance of items ordered on a plane probably domi-
nated by reading conventions (e.g. left to right and top to bottom)

March 25, 2021
No Unjustified 3D …
▪ Disparity of Depth
▪ we do not really live in 3D
but only see slightly more
than 2D
▪ we see millions of rays along
planar axes (image plane)
but only one point along the
depth axis → line-of-sight
ambiguity
▪ Steven's Psychophysical Power Law shows that accuracy for
lengths on a 2D plane (N =1.0) is better than for depth (N =0.67)
- stereo displays can help to slightly improve depth perception but accuracy for
planar positions is still better

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▪ Occlusion Hides
Information
▪ occlusion is the most
powerful depth clue
▪ occlusion between objects
changes with viewpoint
(motion parallax)
▪ different viewpoints needed
to understand 3D structure
- costs of interactive navigation
- additional cognitive load to
remember information from
different viewpoints

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▪ Perspective Distortion
Dangers
▪ perspective distortion (fore-
shortening) affects objects
- objects appear smaller and
change their position on the
image plane
▪ bad thing for the visual
encoding of abstract data
- power of the plane is lost
- e.g. more difficult to judge bar
heights in 3D bar chart

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▪ Depth cues of shadows and surface shading
▪ adds visual clutter when visualising abstract data
▪ shading interferes with colour channels
▪ shadows might be mistaken for true marks
▪ Tilted Text is Not Legible
▪ fonts have been designed for optimal readability on 2D displays
▪ tilted text becomes blocky and jaggy (less readable)
▪ high-resolution displays and careful rendering might improve the
legibility in the future

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3D Visualisation for Shape Perception
▪ Benefits for understanding
3D geometric structures
▪ supports mental model via
interactive navigation
controls
▪ e.g. object structure easier to
understand from 3D visuali-
sation than 2D blueprints
- but 2D blueprints better to
determine the size of elements
▪ 3D outperforms 2D for shape understanding tasks
- medical imagining datasets of human body
- fluids flows
- molecular cell interactions
- …

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Cluster-Calendar Time-Series Vis

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Cluster-Calendar Time-Series Vis …

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Layer-oriented Time Series Vis

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Empirical Evidence of 3D vs. 2D
▪ Not always easy to prove the effect of using 3D infovis
▪ e.g. original claim of 3D benefits in 3D Data Mountain
▪ later shown that 2D Data Mountain has similar performance

March 25, 2021
No Unjustified 2D
▪ Laying out data in 2D space should also be justified
compared to simply showing data with a 1D list
▪ information density (e.g. number of labels) is higher in lists
▪ ordered lists are excellent for lookup tasks
▪ Benefits of explicitly showing relationships outweigh the
costs of required space when a task requires the
understanding of the topological structure of a network
▪ Some tasks might be handled well by 1D lists even if the
original data has a network structure

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Eyes Beat Memory
▪ Cognitive load to switch between different views that are
visible simultaneously is much lower than comparing to a
memorised previous view
▪ Memory and Attention
▪ limited capacity of short-term memory (working memory)
- cognitive load and failure to absorb all presented information if limit is reached
▪ limited human attention
- e.g. conscious search for items gets more difficult for increasing number
of items
▪ Animation versus Side-by-Side Views
▪ some animation-based idioms impose significant cognitive load
▪ animation powerful for transitions between dataset configurations
- helps to maintain context

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Eyes Beat Memory …
▪ Change Blindness
▪ we fail to notice even major changes if our attention is directed
elsewhere
▪ makes it difficult to track complex changes across multiframe
animations

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Video: Change Blindness

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Resolution Over Immersion
▪ Trade-off between the number of available pixels
(resolution) and the level of immersion (feeling of
presence in virtual reality)
▪ available number of pixels is most critical constraint in vis design
- extremely rare that immersion is worth the cost in resolution
▪ Another issue of immersive environments (e.g. via head-
mounted displays) is its special-purpose setting
▪ not integrated with a user's typical computer-based workflow
▪ no support for task switching between vis and other applications
▪ Immersive environments might be helpful for shape
understanding tasks as described earlier

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Overview First, Zoom and Filter,
Details on Demand
▪ Ben Shneiderman's Visual Information-Seeking Mantra
▪ overview and need to see details
▪ role of data reduction and navigation
▪ Overview has the goal to summarise
▪ shows all items of a dataset simultaneously
▪ helps to find regions that should be further investigated
▪ often shown at the beginning of an exploration process
▪ Overview construction
▪ geometric zooming might not be sufficient
- number of marks might become larger than the number of available pixels
▪ number of marks might be reduced via aggregation
- similar to semantic zooming

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Overview First, Zoom and Filter,
Details on Demand …
▪ Detail view might pop up in response to a select action
but detail view might also be permanently visible side-by-
side with an overview

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Responsiveness is Required
▪ Visual Feedback
▪ user should get feedback that an action has been completed
- e.g. highlighting of a selected item
▪ when navigating, the feedback is normally represented by the
new frame that is drawn based on a new viewpoint
▪ visual feedback should typically take place within one second
(immediate response)
▪ if an action takes significantly longer than what the user might
expect, some progress indicator should be shown

March 25, 2021
Responsiveness is Required …
▪ Latency and Interaction Design
▪ different implementations of the operation to see more details
for an item
- clicking on the item (slowest)
- hovering over the item for some short period of dwell time
- hovering over the item without dwell time (fastest)
▪ different mechanisms for visual feedback (details)
- fixed detail pane at the side of the screen (eyes have to be moved)
- popup window at the current cursor location (potential occlusion)
- visual highlight directly in the view (e.g. highlighting neighbours in graph)
▪ Interactivity Costs
▪ interaction requires human time and attention
- trade-off between finding automatable aspects and relying on the human in the
loop to detect patterns

March 25, 2021
Get it Right in Black and White
▪ Design guideline for effective use of colour
by Maureen Stone
▪ ensure that the most crucial aspects of the visual representation
are even legible in black and white
- suggests using the luminance channel for the most important attribute

March 25, 2021
Function First, Form Next
▪ Focus should be on the function first
▪ form can be refined for an effective but originally "ugly" design
▪ beautiful but ineffective design cannot be refined
▪ However, visual beauty does matter!
▪ given two equally effective systems, users prefer the more
beautiful design

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Exercise 6
▪ Analysis and Validation

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Further Reading
▪ This lecture is mainly based on the
book Visualization Analysis & Design
▪ chapter 6
- Rules of Thumb

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References
▪ Visualization Analysis & Design, Tamara
Munzner, Taylor & Francis Inc, (Har/Psc edition),
May, November 2014,
ISBN-13: 978-1466508910
▪ Video: Change Blindness
▪ https://www.youtube.com/watch?v=IGQmdoK_ZfY
▪ Ben Shneiderman, The Eyes Have It: A Task by Data
Type Taxonomy for Information Visualizations, In
Proceedings of VL 1996, IEEE Symposium on Visual
Languages
▪ https://doi.org/10.1109/VL.1996.545307

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References …
▪ A. Cockburn and B. McKenzie, 3D or not 3D?:
Evaluating the Effect of the Third Dimension in a
Document Management System, Proceedings of CHI
2001
▪ https://doi.org/10.1145/365024.365309

2 December 2005
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Visualisation Techniques

Design Guidelines and Principles - Lecture 7 - Information Visualisation (4019538FNR)

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