1 / 20

Information Visualization Picture worth 1000 words...

Learn about the principles, techniques, and examples of information visualization to harness the power of data in decision-making processes. Explore how visuals help us think and gain insight in various domains. Discover approaches, tasks, and techniques used in this field.​​

toyah
Download Presentation

Information Visualization Picture worth 1000 words...

An Image/Link below is provided (as is) to download presentation Download Policy: Content on the Website is provided to you AS IS for your information and personal use and may not be sold / licensed / shared on other websites without getting consent from its author. Content is provided to you AS IS for your information and personal use only. Download presentation by click this link. While downloading, if for some reason you are not able to download a presentation, the publisher may have deleted the file from their server. During download, if you can't get a presentation, the file might be deleted by the publisher.

E N D

Presentation Transcript

  1. Information VisualizationPicture worth 1000 words... Agenda • Information Visualization overview • Definition • Principles • Examples • Techniques CS/PSY 6750

  2. Data, Data Everywhere • Our world is bustling in data • Computers, internet and web have given people more access to it (but it’s been here all along) • How do we make sense of it? • How do we harness this data in decision-making processes? CS/PSY 6750

  3. Three Approaches • Software Agents • Computational agent that carries out user’s request • Data Mining • Software that analyzes database and extracts “interesting” features • Information Visualization • Visual tools to help users better examine the data themselves CS/PSY 6750

  4. Atlanta Flight Traffic AJC CS/PSY 6750

  5. London Subway CS/PSY 6750

  6. From E. Tufte The Visual Display of Quantitative Information Napolean’s March size of army direction latitude longitude temperature date Minard graphic CS/PSY 6750

  7. Information Visualization • What is “Information”? • Items, entities, things which do not have a direct physical correspondence • Notion of abstractness of the entities is important too • What is “visualization”? • The use of computer-supported, interactive visual representations of data to amplify cognition. • From [Card, Mackinlay Shneiderman ‘98] CS/PSY 6750

  8. Information Visualization • Essence: • Taking items without a physical correspondence and mapping them to a 2-D or 3-D physical space. • Giving information a visual representation that is useful for analysis and decision-making CS/PSY 6750

  9. Main Idea • Visuals help us think • External cognition • Provide a frame of reference, a temporary storage area • “The purpose of visualization is insight, not pictures” • Insight • Discovery, decision making, explanation CS/PSY 6750

  10. Domains for Info Vis • Text • Statistics • Financial/business data • Internet information • Software • ... CS/PSY 6750

  11. Components of Study • Data analysis • Data items with attributes or variables • Generate data tables • Visual structures • Spatial substrate, marks, graphical properties of marks • UI and interaction • Analytic tasks to be performed CS/PSY 6750

  12. Tasks in Info Vis 1 • Search • Finding a specific piece of information • How many games did the Braves win in 1995? • What novels did Ian Fleming author? • Browse • Look over or inspect something in a more casual manner, seek interesting information • Learn about crystallography • What has Jane been up to lately? CS/PSY 6750

  13. Tasks in Info Vis 2 • Analysis • Comparison-Difference • Outliers, Extremes • Patterns • Assimilate • Categorize • Locate CS/PSY 6750

  14. Tasks in Info Vis 3 • Identify • Rank • Associate • Reveal • Monitor • Maintain awareness • ... CS/PSY 6750

  15. Example NYC weather Tufte, Vol. 1 2220 numbers CS/PSY 6750

  16. Example Film Finder Video CS/PSY 6750 Univ. of Maryland

  17. InfoVis Techniques • Aggregation • Accumulate individual elements into a larger unit to be presented as some whole • Overview & Detail • Provide both global overview and detail zooming capabilities • Focus + Context • Show details of one or more regions in a more global context (eg, fisheye) • Drill-down • Select individual item or smaller set of items from a display for a more detailed view/analysis • Brushing • Select or designate/specify value, then see pertinent items elsewhere on the display CS/PSY 6750

  18. Issues • Graphic design • Extremely important in information visualization • Should reveal data and relationships, not obscure them • Tufte books provide many guidelines • Scalability • Presentation of information becomes really interesting as the size of the data grows • Run out of pixels at some point • Requires aggregation, navigation, … • Interaction • Computer provides interactive capability that we do not have in printed page • Often, must navigate and examine different views of data to gain insight CS/PSY 6750

  19. www.smartmoney.com/marketmap More Examples Demo CS/PSY 6750

  20. More Examples Data Mountain Video Microsoft Research CS/PSY 6750

More Related