1 / 41

Investigating Advanced User Support Desired by Computational Biologists

Investigating Advanced User Support Desired by Computational Biologists. Adam Eck, Derrick Lam, and Dr. Leen-Kiat Soh September 30, 2010. Questions. What types of advanced user support are available? How can advanced user support assist computational biologists?

camden
Download Presentation

Investigating Advanced User Support Desired by Computational Biologists

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. Investigating Advanced User Support Desired by Computational Biologists Adam Eck, Derrick Lam, and Dr. Leen-Kiat Soh September 30, 2010

  2. Questions • What types of advanced user support are available? • How can advanced user support assist computational biologists? • What can we do beyond advanced support? • What avenues exist for joint research? TDWG 2010 -- Advanced User Support Working Group

  3. Agenda • Introductions • Presentation • Questions • Survey • Discussion TDWG 2010 -- Advanced User Support Working Group

  4. Agenda • Introductions • Presentation • Questions • Survey • Discussion TDWG 2010 -- Advanced User Support Working Group

  5. Motivation • Making the system functional for research • Infrastructure • Hardware • Software • Making the system actively work for users • Efficiency and Effectiveness • Discovery and Investigation TDWG 2010 -- Advanced User Support Working Group

  6. Overview • Running Examples • Encyclopedia of Life (EOL) • Biofinity Project • Advanced user support • Approaches/techniques • Application to biodiversity research • Concerns/Conclusions TDWG 2010 -- Advanced User Support Working Group

  7. Examples| EOL • Encyclopedia of Life (Wilson, 2003; EOL, 2010) • Portal for biodiversity information • Web page for every species • Information about species • Map Plots • Taxonomy • Link related information • Publications Source: http://www.eol.org TDWG 2010 -- Advanced User Support Working Group Examples Support Conclusions

  8. Examples| EOL Source: http://www.eol.org TDWG 2010 -- Advanced User Support Working Group Examples Support Conclusions

  9. Examples| Biofinity Project • Biofinity Project • Research portal for computational biology • Organized around MyLabs • Federated databases from multiple groups/domains • Biodiversity, genomics, etc. • Ontologies representing relationships • Integrated tools for manipulating data • Wiki-based collaboration • Intelligent user interface to support users Source: http://biofinity.unl.edu TDWG 2010 -- Advanced User Support Working Group Examples Support Conclusions

  10. Examples| Biofinity Project Source: http://biofinity.unl.edu TDWG 2010 -- Advanced User Support Working Group Examples Support Conclusions

  11. Support| Overview • User Recommendations • Summarization • Task Automation • Social Networking • User Training • Tracking • Others TDWG 2010 -- Advanced User Support Working Group Examples Support Conclusions

  12. Support| Artificial Intelligence • Machine Learning • Learn from user behavior, data • Improve over time • Data Mining • Find interesting patterns, relationships, information • Intelligent Agents • Personal Assistants TDWG 2010 -- Advanced User Support Working Group Examples Support Conclusions

  13. Support| User Recommendations Source: http://www.amazon.com TDWG 2010 -- Advanced User Support Working Group Examples Support Conclusions

  14. Support| User Recommendations Source: http://www.amazon.com TDWG 2010 -- Advanced User Support Working Group Examples Support Conclusions

  15. Support| User Recommendations • Make suggestions to users • Actions • Information • User-oriented • Past behavior • Interests • Personal characteristics • Item-oriented • Related items TDWG 2010 -- Advanced User Support Working Group Examples Support Conclusions

  16. Support| User Recommendations • EOL: Related publications, map data • Biofinity: Pages to view, edit, create TDWG 2010 -- Advanced User Support Working Group Examples Support Conclusions

  17. Support| Summarization • Problem: Data overload! • Too much to look through • Solution: filters? • Have to know what you are looking for • Good for expected results • What about unexpected? TDWG 2010 -- Advanced User Support Working Group Examples Support Conclusions

  18. Support| Summarization • Summarization • Condense information into accessible form • Typical actions (Tucker and Whittaker, 2009) • Excision • Highlighting • Statistical processing • Automate discovery in data TDWG 2010 -- Advanced User Support Working Group Examples Support Conclusions

  19. Support| Summarization • Example: Brussell (Wagner et al., 2009) • News client plugin to Firefox • Summarizes content for users • Uses summarization for context-awareness • Finds additional news clips • Builds timeline of events • Finds related information on Wikipedia TDWG 2010 -- Advanced User Support Working Group Examples Support Conclusions

  20. Support| Summarization • EOL • Summarize information across related species • Create field guides • Biofinity • Summarize occurrences plotted on map • Analyze results of multiple in silico experiments • Automatically link related Wiki pages TDWG 2010 -- Advanced User Support Working Group Examples Support Conclusions

  21. Support| Task Automation • Users perform many repetitive tasks • Scheduling meetings • Sending emails • Running experiments • Tasks have structure • Can learn workflows (Shenet al., 2009; Yorke-Smith et al., 2009) • Automate execution TDWG 2010 -- Advanced User Support Working Group Examples Support Conclusions

  22. Support| Task Automation • EOL • Field guide creation • Page completion • Biofinity • Run common experiments • Automate Wiki page creation TDWG 2010 -- Advanced User Support Working Group Examples Support Conclusions

  23. Support| Social Networking Sources: http://www.facebook.com, http://scratchpads.eu/, http://www.myexperiment.org/ TDWG 2010 -- Advanced User Support Working Group Examples Support Conclusions

  24. Support| Social Networking • Goal: connect related users • Similar interests, expertise, acquaintances, etc. • Repository of information • Leave things for others to look at • Mode of communication TDWG 2010 -- Advanced User Support Working Group Examples Support Conclusions

  25. Support| Social Networking • Find connections amongst users • Acquaintances, collaborators, etc. • Matchmake users (Vassilevaet. al, 2003; Kesteret. al, 2007) • Find new collaborators • Similar interests, complementary skills • Valuable in cross-disciplinary research • Trust and reputation models (Sabater and Sierra, 2001; 2002) TDWG 2010 -- Advanced User Support Working Group Examples Support Conclusions

  26. Support| Social Networking • EOL • Find users working on similar species, taxonomy tree • Add authority scores based on uploaders • Biofinity • Matchmake users from similar labs • Recommend users editing similar pages TDWG 2010 -- Advanced User Support Working Group Examples Support Conclusions

  27. Support| User Training • Use system to train users • Train how to use the system • Guided interactions • Tutorials • Student education • Teach key concepts • How to conduct research • Process training • Follow expert behavior • Outreach for Citizen Science TDWG 2010 -- Advanced User Support Working Group Examples Support Conclusions

  28. Support| User Training • Beyond FAQs and Walkthroughs • Learn good behavior from users • Recommend to others • React to user actions/mistakes • Wrong parameters to tools • Many searches without results TDWG 2010 -- Advanced User Support Working Group Examples Support Conclusions

  29. Support| User Training • EOL • Student education • How curators manage pages • Biofinity • How to run embedded tools • Improve search results TDWG 2010 -- Advanced User Support Working Group Examples Support Conclusions

  30. Support| Trackingand Learning • Need to learn models for advanced support • User, data, tasks, etc. • Models need observations • Intrusive: explicitly ask user for information • Most direct, more frustration • Nonintrusive: implicitly derived from interactions • Less frustration, could be inaccurate • Rate of learning • Tracking usage vs. data TDWG 2010 -- Advanced User Support Working Group Examples Support Conclusions

  31. Support| Others • Adaptive Interfaces • Change positions to match user behavior • Data visualization • Adapt data displays based on content • Virtual agents • Personal assistants with presence TDWG 2010 -- Advanced User Support Working Group Examples Support Conclusions

  32. Conclusions| Concerns • Privacy • What information is mine? • How to share? • How to safeguard? • Approaches • Opt-out settings • Encryption and coded identification TDWG 2010 -- Advanced User Support Working Group Examples Support Conclusions

  33. Conclusions| Concerns • Trust • Something else is making decisions… • What do I need to know? • External data • Approaches • Transparency • Trust and reputation models • Explicit ratings from users • Implicit ratings based on usage TDWG 2010 -- Advanced User Support Working Group Examples Support Conclusions

  34. Conclusions| Concerns • User Frustration • Too many prompts • Bad recommendations • How to reduce/avoid frustration? • Reduce frequency • Cool-off period • Expected value • Challenge • Balancing benefit with cost of interruption TDWG 2010 -- Advanced User Support Working Group Examples Support Conclusions

  35. Conclusions| Conclusion • Making the system actively work for users • Many techniques • User recommendations • Summarization • Task automation • Social networking • User training • Concerns: privacy, trust, frustration TDWG 2010 -- Advanced User Support Working Group Examples Support Conclusions

  36. Questions? • Contact: {aeck, dlam, lksoh}@cse.unl.edu TDWG 2010 -- Advanced User Support Working Group

  37. Agenda • Introductions • Presentation • Questions • Survey • Discussion TDWG 2010 -- Advanced User Support Working Group

  38. Agenda • Introductions • Presentation • Questions • Survey • Discussion TDWG 2010 -- Advanced User Support Working Group

  39. Biofinity Workshop • Biofinity Workshop • Friday 2pm • Saturday 9 am – 1:30 pm • Location: Speck Auditorium (Rowe) • biofinity2010@cse.unl.edu • Informal walk-ins • Free! TDWG 2010 -- Advanced User Support Working Group

  40. References • Biofinity Project. Available from http://biofinity.unl.edu. Accessed 24 Sep 2010. • Encyclopedia of Life, EOL 2010 Brochure, 2010. Available from http://content2.eol.org/content/2010/08/26/08/00750.pdf. Accessed 24 Sep 2010. • J. Kester, et. al, Matchmaking in learning networks: Bringing learners together for knowledge sharing, Interactive Learning Environments, vol. 15, no. 2, pp. 117-126, 2007. • J. Sabater and C. Sierra, REGRET: reputation in gegarioussocities, Proc. of Fourth Workshop on Deception, Fraud and Trust in Agent Societies, pp. 61-69, 2001. • J. Sabater and C. Sierra, Reputation and social network analysis in multi-agent systems, Proc. of AAMAS’02, pp. 475-482, 2002. • J. Shen, E. Fitzhenry, and T.G. Dietterich, Discovering frequent work procedures from resource connections, Proc. of IUI’09, Sanibel Island, Florida, pp. 277-285, Feb. 8-11, 2009. • S. Tucker and S. Whittaker, Have a say over what you see: Evaluating interactive compression techniques, Proc. of IUI’09, Sanibel Island, Florida, pp. 37-46, Feb. 8-11, 2009. • J. Vassileva, G. McCalla, and J. Greer, Multi-agent multi-user modeling in I-Help, User Modeling and User-Adapted Interactions, vol. 13, pp. 179-210, 2003. • E.J. Wagner, J. Liu, L. Birnbaum, and K.D. Forbus, Rich interfaces for reading news on the web, Proc. of IUI’09, Sanibel Island, Florida, pp. 27-36, Feb. 8-11, 2009. • E.O. Wilson. The encyclopedia of life. Trends in Ecology and Evolution, vol. 18, no. 2, pp. 77-80, 2003. Available from http://www.sciencedirect.com/science/article/B6VJ1-47C8RDN-3/2/befac60e32dd59e55ff8bfc75f9848c6. ISSN 0169-5347, DOI: 10.1016/S0169-5347(02)00040-X. • N. Yorke-Smith, S. Saddati, K.L. Meyers, and D.N. Morley, Like an intuitive and courteous butler: a proactive personal agent for task management, Proc. of AAMAS’09, Budapest, Hungary, pp. 337-344, May 13-15, 2009. TDWG 2010 -- Advanced User Support Working Group

  41. Image References • Amazon. Available from http://www.amazon.com. Accessed 23 Sep 2010. • Biofinity Project. Available from http://biofinity.unl.edu. Accessed 24 Sep 2010. • EDIT Scratchpads. Available from http://scratchpads.eu/. Accessed 23 Sep 2010. • Encyclopedia of Life. Available from http://www.eol.org. Accessed 24 Sep 2010. • Facebook. Available from http://www.facebook.com. Accessed 23 Sep 2010. • MyExperiment. Available from http://www.myexperiment.org. Accessed 23 Sep 2010. • P. Patterson, C. Parr, and T. Dewey. Editors. "Homo sapiens Linnaeus, 1758". Encyclopedia of Life, available from http://www.eol.org/pages/327955. Accessed 24 Sep 2010. TDWG 2010 -- Advanced User Support Working Group

More Related