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Information Visualization
David Akers · 07 November 2006
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Definition [www.oed.com]
1. The action or fact of visualizing; the power or process of forming a mental picture or vision of something not actually present to the sight; a picture thus formed. 1883 Academy 14 July 31 Investigations into the phenomena of visualisation. 1884 GURNEY & MYERS in 19th Cent. July 72 In the next stage of visualisation the percipient sees a face or figure projected or dejected, as it were, on some convenient surface. 1894 Athenæum 10 Nov. 638/2 [The book had] a power of visualization that gave it a claim to real originality. Ansel Adams: This technical innovation, now a staple of photography, facilitated Adams' aesthetic practice, which he termed "visualization." The basic component of Adams' "expressive photography," visualization requires the photographer to capture his response to a particular scene, not simply reproduce the landscape before him. The fall of light, the play of shadows, the line of the horizon, the angle of a tree line or rock formation, should all express what the photographer feels about the view. Adams' visualization was a working method derived from his beloved mentor Alfred Stieglitz's credo that photographs are the visual equivalents of emotion and perception.
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Definition [www.oed.com]
2. The action or process of rendering visible. 1936 Amer. Jrnl. Cancer XXVII. 49 The hexagonal tube offers distinct advantages with its flat sides permitting good visualization. 1960 New Scientist 28 July 305/3 Echo sounding is now being applied to the visualization of structures within the body. 1973 Nature 17 Aug. 410/1 Direct visualization of biological material at this level would tell us much about the structure and mode of action of macromolecules. 1982 Listener 23/30 Dec. 42/3 The cinematic visualisation of the script belongs entirely to Welles and his technicians. Here the term visualization is used to describe anything done to make something visible. Visualization is an active process used to reveal visual information. This definition gets at communicating information.
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Challenger Disaster Breaks up the damage into many types, doesn’t include temperature. 1 of 13 pages of material faxed to NASA by Morton Thiokol
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Challenger Disaster Shows only two of the launches (SRM 15 and SRM 22) where there were problems with blow-by.. In both cases there were problems, but the problems were worse in SRM 15 Conclusion – shouldn’t launch at low temps… (faulty – what about the rest of the data? What about things besides blow-by?) Point – should always be careful to include evidence of failures *and* successes... The differences are the important part! 1 of 13 pages of material faxed to NASA by Morton Thiokol
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Challenger Disaster E. Tufte, pp. 46-47 , Visual Explanations
Problems: chartjunk Order the o-ring problems by temperature Show both problems and non-problems Extend the scale to make the point that the launch was much colder than all the previous launches E. Tufte, pp , Visual Explanations
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Challenger Disaster Redrawn by E. Tufte, p. 49 , Visual Explanations
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Functions of visualizations
Communicate information to others Make a point Tell a story Make decisions Support analysis and reasoning Answer a question “One image = One diagnosis” To explore and discover; encourage creativity Look at things in a new way “The purpose of computing is insight, not numbers” [R. Hamming] Inspire John Tukey, EDA, p. vi “force us to notice what we never expected to see”
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The Purpose of Data Visualization is to Help People Think and Communicate
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Gulfs of Execution & Evaluation
Conceptual model (Goals) Real world (Interactions) As simple as moving as pointing your finger to a target. Example execution: Manipulating a robot through a textual commands Manipulating a robot through a telemanipulator Example of evaluation a set of data point shown as a table with 2 column?: are they correlated? a graph showing the same data points are they correlated? But also can lead to error: Reading bearing on a non mercator projection, False alignment, … Execution Norman 1986
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Gulf of Evaluation Gulf Real world: Evaluation Conceptual
model: x,y correlated?
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Gulf of Evaluation Gulf Real world: Evaluation Conceptual
model: x,y correlated?
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Gulf of Evaluation Evaluation r = -.29 Gulf Real world: Conceptual
model: x,y correlated?
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Gulf of Execution Execution Gulf Conceptual model: Draw a rectangle
Real world Move 90 30 Rotate 35 Pen down … Execution
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Gulf of Execution Gulf Real world Conceptual model: Draw a rectangle
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Visualization: A Double Gulf?
Visualization user Visualization designer Evaluation Representation Conceptual model Data Visualization Not in control of the Evaluation and Execution, but the correct pick for the representation and Manipulation can reduce the both gulf of Evaluation and Execution. Previous lecture on the evaluation Efficient Accurate What about the execution grasp better understanding Query the model Compute Search answer Execution Manipulation
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Bad visualization? Visualization user Visualization designer
Evaluation Representation x,y correlated? Data
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Better Visualization? Visualization user Visualization designer
Evaluation Representation x,y correlated? r = -.29 Data
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Abstraction is key to design. This is one of the best examples
Abstraction is key to design. This is one of the best examples. First subway map to notice that public transit map doesn’t need to exactly follow the path that the trains/buses follow. What is important is the general direction & what are the stops. This makes is MUCH easier to read (you don’t need to know all the little wiggles).
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Agrawala and Stolte, Rendering Effective Route Maps, SIGGRAPH 2001
Overlaid Route Sketched Route Find cognitive and perceptual principles Optimize the visualization according to these principles Agrawala and Stolte, Rendering Effective Route Maps, SIGGRAPH 2001
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Matthew Ericson, NY Times
2004 presidential election Matthew Ericson, NY Times
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Matthew Ericson, NY Times
2004 presidential election Matthew Ericson, NY Times
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2004 presidential election
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From Cartography, Dent
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Map scaled to airline fares
From Cartography, Dent
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Phan et al. 2005
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Describes Napoleon’s March to Moscow in “The War of 1812”
Drawn in 1861 by Charles Joseph Minard. Combination of a map and a time series. Five variables are plotted: location, time, size and temperature (Tufte includes direction). Beginning at the left of the map is Polish-Russian border near the Neiman River. The Thick band shows the number of soldiers in the army. Napolean started with 422,000 men in June of 1812; 100,000 reached Moscow in September 1812; Temperature vs. time is shown in the graph on the bottom. The highest temperature is 0 and it goes to -30. The time runs from October on the right to December on the left. The crossing of the Berezina River was a particular disaster. Image from Text paraphrased from Tufte, VDQI, p 40. Minard (1861)
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Dynamic Queries TimeSearcher: Hochheiser and Shneiderman 2001
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DTI-Query [Akers et al. 2004, Sherbondy, et al. 2005]
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