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Visual Overview Strategies

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Math function of group members' values (SQL 'group by' ... Column math: grade = (hw1 hw2) / 2. Star Coordinates: vector sum. maps n attributes to 2 (x, y) ... – PowerPoint PPT presentation

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Title: Visual Overview Strategies


1
Visual Overview Strategies
  • CS 5764 Information Visualization
  • Chris North

2
Course Map
Spence Ch. 4 Presentation
Spence Ch. 3 Representation
task
Raw Data (information)
Visualization(views)
Data Tables
VisualRepresentation
Datatransformations
Visualmappings
Viewtransformations
User interaction
Spence Ch. 5 Interaction
3
Review
  • 4 navigation strategies in 1D/2D info spaces?

4
Why Overviews?
Data
Screen
Advantages?
a
a
data
data
a
data
data
detail zoom OD FC trans
5
Advantages of Overviews
  • Helps solve the Keyhole Problem
  • Map, spatial organization
  • What information is (not) present?
  • Relationships of distant parts
  • Enables direct access to parts
  • Context to current location
  • Encourages exploration
  • HCI metrics
  • Improves user performance, learning time,
    satisfaction
  • Studies, e.g. BeardWalker, Leung, Plaisant,
    Chimera, North, etc.

6
Visual Overview Design Goals
  • Visual take advantage of human visual
    processing
  • Information Rich show as much as you can!
    (while maintaining a clean design)
  • Interaction Affordances enable quick access to
    details
  • Navigation Zooming, OverviewDetail,
    FocusContext

7
Data Scalability
  • Small scalability data easy
  • Just show everything
  • But, theres always more data
  • How much can you show?

8
Overview Strategies for Scalability
Data
Screen
  • Screen Reduce visual representation size
  • Pack more on the screen
  • Or get a bigger screen?
  • Data Reduce data quantity
  • Use less data to fit screen

9
1. Reduce Visual Representation
  • Hammer

Data
Screen
10
E.g. SeeSoft
  • 1 line of pixels / line of code

11
Reduce Even More
  • Stasko, Information Mural

12
(No Transcript)
13
2. Reduce Data Quantity
  • Reduce data quantity to fit screen
  • Reduce attributes
  • Reduce items
  • Reduce value range
  • 2 Approaches
  • 2.1 Eliminate
  • 2.2 Aggregate

14
2.1 Eliminate
  • Chainsaw

Data
Screen
15
2.1 Eliminate
  • Eliminate items
  • Query, Filter, Representative set
  • VIDA (Visual Info Density Adjuster) show high
    priority items (video)
  • Human-Eye View focused info density
  • Eliminate attributes
  • Scatterplot selects 2 attributes, ignores rest
  • Spotfire use DQ for other attributes
  • and Details on demand
  • Problem lossy

16
2.2 Aggregate
Combine
d
Screen
Data
17
2.2 Aggregate
  • Aggregate items (Group many items into one)
  • Which to group together?
  • Categorical (SQL group by)
  • Spatial (Pad, TableLens, Aggregate Towers)
  • Algorithmic (clustering)
  • User defined (folders)
  • What are attribute values of the groups?
  • Math function of group members values (SQL
    group by)
  • count, mean, min, max, cluster algorithm
  • Abstraction, semantic
  • Multiple levels of grouping tree
  • Navigation
  • Snap-Together Visualization drill down (1M)
  • Zooming, Aggregate Towers
  • Semantic zooming (Pad, Jazz)

18
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19
Ward et al. http//davis.wpi.edu/xmdv/movies/
20
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21
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22
(No Transcript)
23
Aggregation with Zooming
  • Rayson, Aggregate Towers

24
2.2 Aggregate
  • Aggregate attributes
  • Column math grade (hw1 hw2) / 2
  • Star Coordinates vector summaps n attributes
    to 2 (x, y)
  • Multi-dimensional scalingstatistical technique
    to map n-D to 1,2,3-D usingdistance between
    points

25
InfoMural vs. TableLens
26
Breakdown Visualization
  • Conklin

27
(No Transcript)
28
Summary
  • Reduce visual representation Hammer
  • Reduce data scale (items,attrs)
  • Eliminate Chainsaw
  • Aggregate Combine
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