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Published byVeronika Kartawijaya Modified over 6 years ago
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APRV – A Multidimensional Data Visualization Tool
By Ashwini, Prasuna, Ravi & Vijay
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Problem Data - single valued multi-variate function
y = f (x1, x2, x3, …) Mapping multiple dimensions on a 2D plane without loss of dimensionality Generic visualization tool that is not constrained by the number of dimensions
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Solution Detail View with respect to a Focal Point represented as a horizontal Focal Line (Fisheye Approach) All neighboring points shown as vertical rays emitting from this Focal Line Rays ordered by prioritizing dimensions
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Rays [ray 0 1] x2 (0,4) [ ray 1 1] (0,3) (3,3) (0,2) (2,2) (0,1) (1,1)
(-3,0) (-2,0) (-1,0) (0,0) (1,0) (2,0) (3,0) (-1,-1) (0,-1) (0,-2) (-2,-2) (0,-3) (-3,-3) (0,-4) [ ray ] [ ray 0 -1]
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Focal Point [ray 0 1] x2 (5,9) [ ray 1 1] (5,8) (8,8) (5,7) (7,7)
(5,6) (6,6) [ ray -1 0] x1 [ ray 1 0] (2,5) (3,5) (4,5) (5,5) (6,5) (7,5) (8,5) (4,4) (5,4) (5,3) (3,3) (5,2) (2,2) (5,1) [ ray ] [ ray 0 -1]
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Focal Line 1 0 1 1 1 -1 0 1 (7,5) (7,7) (7,3) (5,5) (x1, x2)
(7,5) (7,7) (7,3) (5,5) (x1, x2) x1 has greater priority over x2 (6,5) (6,6) (6,4) (5,5) (5,5) (4,5) (4,4) (4,4) (5,5) (3,5) (3,3) (3,3) (5,5)
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Demo Show me the Demo !!
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Evaluation Scalability - for 7D, 3^7 = 2187 rays
- 1,000,000 data points for the median Focal point More data around the Focal point shown Effective utilization of screen space High learning curve Loss of data points proportional to no. of dimensions and sampling rate
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Future Work Moving mouse over data points shows values
Multiple windows for sort on multiple dimensions Multiple windows for multiple focal points Better color scheme
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Questions? Thank You
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