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GT CS 7450 - CS 7450 - Information Visualization

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12/4/2013 1 Course Review CS 7450 - Information Visualization December 4, 2013 John Stasko Topic Notes Syllabus Review Fall 2013 CS 7450 212/4/2013 2 Your Reflections • What were most interesting topics? • What are key research challenges? • What should be done in the future? Fall 2013 CS 7450 3 Research Directions • Data issues  Scale  Static versus dynamic  Spatial versus nonspatial  Nominal versus ordinal  Structured versus nonstructured  Time  Varying quality Fall 2013 CS 7450 412/4/2013 3 Research Directions • Issues of cognition, perception, & reasoning  How do humans solve problems with the aid of visuals?  How can we leverage this knowledge to build better tools? Understand analytic tasks better  How can visualization assist learning? Fall 2013 CS 7450 5 Research Directions • Issues of system design  How to integrate computational analysis with visualization better  Develop powerful new interaction paradigms  Make visualizations engaging and easier to use/create (for the masses)  Holy Grail: Automatic visualization design Fall 2013 CS 7450 612/4/2013 4 Research Directions • Issues of evaluation  What is the importance of aesthetics?  Understand human perceptual and cognitive limitations  How to measure the benefits compared to other analysis methods?  What quantitative and qualitative measures of usability are important?  How do we measure the information content, distortion, and loss in a visualization?  What are the trade-offs between long, longitudinal studies and limited tests with more subjects?  What mixture of domain knowledge and visualization knowledge is needed to design and develop effective tools? Fall 2013 CS 7450 7 Research Directions • Hardware issues  Handhelds to display walls  GPU benefits  New interaction devices Fall 2013 CS 7450 812/4/2013 5 Research Directions • Issues of applications  How to best collaborate with domain experts to help solve their problems?  What new domains can be addressed? Fall 2013 CS 7450 9 Promising Trends • Built-in best practices  Banking to 45°, Tableau • Integrated support for geo-spatial analysis  Learn from cartographers, Google maps • Integrated support for network analysis  Vizster, Social Action, Ploceus • Integrated support for collaborative analysis  Many Eyes, sense.us Fall 2013 CS 7450 1012/4/2013 6 Promising Trends • Custom analytical applications  Spotfire, Qlikview • Illuminating predictive models  Risk, uncertainty, opening the black box • Integrated data mining  Friend not foe • Improved HCI devices  Large, multi-touch displays Fall 2013 CS 7450 11 Visualization Zoo Fall 2013 CS 7450 12 Heer, Bostock & Ogievetsky CACM ‘10 Time series data Index line chart Stacked graph Small multiples Horizon graph Statistical distributions Stem-and-leaf plots Q-Q plots Scatter plot matrix Parallel coordinates Maps Flow map Choropleth map Graduated symbol map Cartograms Hierarchies Node-link diagrams Cartesian Radial (dendogram) Indented tree layout Adjacency diagrams Icicle plot SunBurst Enclosure diagrams Treemap Circle packing Networks Force-directed Arc diagram Matrix views http://queue.acm.org/detail.cfm?id=180512812/4/2013 7 Final Exam • Monday, this room, 2:50pm • Short answer  Explain something  Identify something  Critique something  … Fall 2013 CS 7450 13 Fall 2013 CS 7450 14 Final Project • Demos tomorrow at my lab  Be on time, respect the 15 minutes  Bring 2 copies of a summary sheet (member names, paragraph overview, image) • Video due on Tuesday @ 5pm  Do a nice job  Give me the file (thumbdrive, web, …)  Will put them all on a t-square page • Questions? Visitor from AJC12/4/2013 8 Team Survey • Include yourself being rated • 1 (bad) – 5 (good) • Only I will read these Fall 2013 CS 7450 15 Grades • HWs • Project • Participation • Final exam • Items will be posted in t-square later next week Fall 2013 CS 7450 1612/4/2013 9 Fall 2013 CS 7450 17 Course Survey • Take a few minutes to complete • Please remember to complete GT one too!  Link from homepage of t-square Potential Projects • If you’re interested in pursuing research in this area, let me know  CiteVis++  Sports data vis  Emory AIDS project  … Fall 2013 CS 7450 1812/4/2013 10 InfoVis Gospel • Hopefully, course has increased your awareness of topic and you can become an advocate • Keep me posted as your use these ideas in your career Fall 2013 CS 7450


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GT CS 7450 - CS 7450 - Information Visualization

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