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Information Visualization

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Co-existence of local details with global context at reduced magnification. ... No restriction on the numbers of peaks in the magnification function. ... – PowerPoint PPT presentation

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Title: Information Visualization


1
Information Visualization
Focus Context
Fengdong Du
2
Based on the paper
A Review and Taxonomy of Distortion-Oriented
Presentation Techniques by Y.K Leung and M.D
Apperley
3
Introduction
  • Large amount of information vs. relatively small
    computer screen.
  • locating a given item of information
  • interpreting an item of information?
  • relating an item with some other items?

4
Two Category of Approaches
  • Non-distortion-oriented approaches.
  • Displaying a portion of the information at a
    time
  • Scrolling or paging access
  • Providing hierarchical access
  • Structure-specific presentation
  • Weakness

5
(Continued)
  • Distortion-oriented Approaches
  • Distort an image of large amount of information
    so that it can fit in screen.
  • Allow the user to examine a local area in detail
  • At the same time, present a global view of the
    information space
  • Provide navigation mechanism.

6
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7
Distortion-based Techniques
  • Bifocal Display
  • Polyfocal Display
  • Perspective Wall
  • Fisheye View
  • Graphical Fisheye View

8
Idea of Distortion-based Techniques
  • Co-existence of local details with global context
    at reduced magnification.
  • A focus region to display detailed information.
  • Demagnified view of the peripheral areas is
    presented around the focus area.

9
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10
(Continued)
  • A distorted view is created by applying a
    transformation function to an undistorted image.
  • A magnification function, provides a profile of
    the magnification factors for the entire area of
    image.

11
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12
System Response Issue
  • Depends on three factors
  • Complexity of the transformation function.
  • Amount of information and details to be
    presented.
  • Computational power of the hardware.

13
Bifocal Display
  • Distortion at one or two dimensions with linear
    transformation function.
  • Combination of detailed view and two distorted
    side views.

14
(Continued)
Fold
Project
15
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16
(Continued)
Demagnified in X and Y, but no distortion
Demagnified and distorted in X
No demagnification and distortion
Demagnified and distorted in Y
17
(Continued)
  • Has the disadvantage of discontinuity of
    magnification at the boundary.

18
Polyfocal Display
  • Proposed by Kadmon and Shlomi1978 for
    presentation of statistical data on cartographic
    maps.
  • Mathematical foundation for many distortion-based
    techniques.
  • Highest peak is the focus of the display

19
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20
(Continued)
  • The magnification function is controlled two sets
    of parameters
  • Magnification at the peak
  • Rate of change of magnification with the distance
    from the peak
  • The boundary of the display is distorted as well.

21
Multifocal Polyfocal Projection
22
Multifocal Polyfocal Projection
  • Multiple peaks in the display
  • No restriction on the numbers of peaks in the
    magnification function.
  • Need to consider the computation time and the
    comprehensibility of the distorted image.

23
Perspective Wall
  • A conceptual descendent of the Bifocal display.
  • Smoothly integrated detailed and contextual
    views.
  • Side panels are demagnified directly proportional
    to their distance from the viewer.

24
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25
Increasing demagnification rate
26
The view is dependent on the length of the wall,
the width of the view port, the angle T, the size
of the central region.
27
Fisheye View
  • Originally proposed by Furnas (1986), but many
    variations of applications.
  • Basic idea more relevant information presented
    in great detail the less relevant information
    presented as an abstraction.
  • Relevance is computed on basis of the importance
    of information elements and their distance to the
    focus.

28
(Continued)
  • Degree of interest (DOI) function
  • DOI(a.b) API(a) D(A,b)
  • DOI(a.b) DOI of a, given the current focus is
    b.
  • API(a) static global apriori importance measure.
  • D(a,b) distance between a and b.

29
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30
Graphical Fisheye View
  • An extension of the fisheye view concept.
  • Could be also considered as a special case of
    polyfocal display.
  • Topological network, multi-layer data and
    hierarchical structures

31
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32
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33
Taxonomy of Distortion-based Techniques
  • Magnification
  • Piecewise continuous magnification function
  • Bifocal display constant magnifications
  • Perspective wall varying magnifications
  • Continuous magnification function
  • Polyfocal display
  • Fisheye view
  • Continuous magnification function can be
    simulated by piecewise functions.

34
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35
Continuous Magnification Function
  • Distortion of boundary problem
  • Apply the transformation in X and Y directions
    independently.
  • Pull the boundary and remap the distorted image
    onto a rectangular size.

36
Unified Theory
  • Treat the displayed information as it was printed
    on a stretchable rubber sheet with rigid frame.
  • Any stretching in one part of the sheet results
    in an equivalent amount of shrinkage in other
    areas.
  • The consequence of the stretching and the
    shrinking of the sheet is an overall distorted
    view.

37
Stretchable Rubber Sheet
38
Implementation Issues
  • Distortion-based techniques have widely different
    complexities, depending on the transformation
    function.
  • Tradeoff needs to be made to choose computational
    power and the system memory.
  • Distortion with continuous magnification
    functions are hard to apply the cutting and
    pasting technique.

39
Conclusion
  • Distortion-based techniques can be categorized
    as
  • Continuous magnification function
  • Non-continuous magnification function
  • The unified theory of all distortion-based
    techniques are stretchable rubble sheet.
  • The taxonomy helps us to understand the
    relationship between these techniques.
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