1 Information Visualization & Presentation adopted from SIMS247 by Marti Hearst, UC Berkeley.

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Presentation transcript:

1 Information Visualization & Presentation adopted from SIMS247 by Marti Hearst, UC Berkeley

2 Introduction Goals of Information Visualization Case Study: The Journey of the TreeMap Key Questions

3 What is Visualization? Visualize: to form a mental image or vision of … to imagine or remember as if actually seeing. American Heritage dictionary, Concise Oxford dictionary “Transformation of the symbolic into the geometric” (McCormick et al., 1987) “... finding the artificial memory that best supports our natural means of perception.'’ (Bertin, 1983) The depiction of information using spatial or graphical representations, to facilitate comparison, pattern recognition, change detection, and other cognitive skills by making use of the visual system (Hearst 03)

4 Information Visualization Problem: –HUGE Datasets: How to understand them? Solution –Take better advantage of human perceptual system –Convert information into a graphical representation. Issues –How to convert abstract information into graphical form? –Do visualizations do a better job than other methods?

5

6 Images from yahoo.com Visualization Success Stories

7 Image from mapquest.com The Power of Visualization 1. Start out going Southwest on ELLSWORTH AVE Towards BROADWAY by turning right. 2: Turn RIGHT onto BROADWAY. 3. Turn RIGHT onto QUINCY ST. 4. Turn LEFT onto CAMBRIDGE ST. 5. Turn SLIGHT RIGHT onto MASSACHUSETTS AVE. 6. Turn RIGHT onto RUSSELL ST.

8 The Power of Visualization Line drawing tool by Maneesh Agrawala

9 Visualization Success Story Mystery: what is causing a cholera epidemic in London in 1854?

10 What caused a cholera epidemic in London? From Visual Explanations by Edward Tufte, Graphics Press, 1997 Illustration of John Snow’s deduction that a cholera epidemic was caused by a bad water pump. indicate location of deaths. x indicate location of pump x x x x x x x x

11 Different Primary Goals: Different Types of Vizualization Explore/Calculate Analyze Reason about Information Communicate Explain Make Decisions Reason about Information Decorate Makes it attractive

12 Goals of Information Visualization Visualization should: –Make large datasets coherent (Present huge amounts of information compactly) –Present information from various viewpoints –Present information at several levels of detail (from overviews to fine structure) –Support visual comparisons –Tell stories about the data

13 Why Visualization? Use the eye for pattern recognition; people are good at scanning recognizing remembering images Graphical elements facilitate comparisons via length shape orientation texture Animation shows changes across time Color helps make distinctions Aesthetics make the process appealing

14 A Key Question How do we Convert abstract information into a visual representation While still preserving the underlying meaning And at the same time providing new insight?

15 The Need for Critical Analysis We see many creative ideas, but they often fail in practice The hard part: how to apply it judiciously –Inventors usually do not accurately predict how their invention will be used Emphasize –Getting past the coolness factor –Examining usability studies

16 Case Study: The Journey of the TreeMap The TreeMap (Johnson & Shneiderman ‘91) Idea: –Show a hierarchy as a 2D layout –Fill up the space with rectangles representing objects –Size on screen indicates relative size of underlying objects.

17 Early Treemap Applied to File System

18 Treemap Problems Too disorderly –What does adjacency mean? –Aspect ratios uncontrolled leads to lots of skinny boxes that clutter Color not used appropriately –In fact, is meaningless here Wrong application –Don’t need all this to just see the largest files in the OS

19 Successful Application of Treemaps Think more about the use –Break into meaningful groups –Fix these into a useful aspect ratio Use visual properties properly –Use color to distinguish meaningfully Use only two colors: –Can then distinguish one thing from another When exact numbers aren’t very important Provide excellent interactivity –Access to the real data –Makes it into a useful tool

20 TreeMaps in action

21 A Good Use of TreeMaps and Interactivity

22 Treemaps in Peets site

23 Analysis vs. Communication MarketMap’s use of TreeMaps allows for sophisticated analysis Peets’ use of TreeMaps is more for presentation and communication This is a key contrast

24 Another Use of TreeMaps

25 Open Issues Does visualization help? –The jury is still out –Still supplemental at best for text collections A correlation with spatial ability Learning effects: with practice ability on visual display begins to equal that of text Does visualization sell? –Jury is still out on this one too! This is a hot area! More ideas will appear!

26 Key Questions to Ask about a Viz 1.What does it teach/show/elucidate? 2.What is the key contribution? 3.What are some compelling, useful examples? 4.Could it have been done more simply? 5.Have there been usability studies done? What do they show?

27 Holistic Design Goals for Information Visualization –Tailor to the application and the domain –Create highly interactive and integrated systems –Embed the visualization within a larger application –Provide alternative views

28 The Viz area is very wide Algorithm Visualization Proof Visualization Scientific visualization Statistics Cartography (maps) Education Games Computer graphics in general Computational geometry

29 Visualization with a Light Touch Example: orbitz.com

30 Visualization with a Light Touch: Orbitz.com

31 Visualization with a Light Touch: Orbitz.com

32 Visualization with a Light Touch: Orbitz.com

33 Visualization with a Light Touch: Orbitz.com

34 Visualization with a Light Touch: Orbitz.com

35 Try this at home Find an example of a use of visualization that clarifies, explains, or reveals useful information that was not otherwise evident. Write a paragraph saying how it uses visualization to do so. –Try not to do something really standard Financial line graphs Musical notation Straight-forward illustration –Try to find a good example Wired magazine has many bad examples –Potential sources: Web sites, popular science magazines, newspapers