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EventFlow
Megan Monroe
KristWongsuphasawat
Catherine Plaisant
Ben Shneiderman
Jeff Millstein
Sigfried Gold

 Research supported by NIH and Oracle
Temporal Event Sequences
 Data of the following format:
   Item Identifier                Type of Event   Time (Start/End)
   Patient #1                     Stroke          11/3/2011
   Patient #2                     Heart Attack    7/1/2011
   Patient #1                     Diagnosed       11/5/2011

 Examples:
   •Electronic Health Records
   • Process Flow
   • Web Logs

 Research supported by NIH and Oracle
Big Data Data Mining
Post-marketing surveillance has become a viable alternative
to clinical trials (example: medical insurance databases).


 Advantages:                     Cost effective
                                 No direct effect on patients

 Disadvantages:                  Data is messy and imprecise
                                 Must use very large datasets




  Research supported by NIH and Oracle
US Army PharmacovigilanceCenter, OTSG

                             14 million EHR’s
                         (8 billion observations)
                                         +
                  Standard Statistical Software
                    (PVDAS, SAS, Systat, etc.)

Difficult to:            Develop new questions
                         Find unusual event patterns
                         Understand dataset holistically
                         Communicate findings
  Research supported by NIH and Oracle
EventFlowMotivation
• Allow researchers to evaluate their data holistically
   - Have immediate visual access to data
   - Develop new questions/hypotheses
   - Make rapid adjustments to view and dataset

• Facilitate communication about the data and
  findings

• Integrate easily into existing systems (open source
  Java coding)

  Research supported by NIH and Oracle
Point-Based Events
             STROKE
             ADMITTED
             DIAGNOSED


Interval-Based Events
             ASPIRIN
             DIET
             STEROIDS
 Research supported by NIH and Oracle
Individual Patient Records
                                        Time

Patient #1

Patient #2

Patient #3


Patient #4
….


                    ….




 Research supported by NIH and Oracle
EventFlowDisplay




 Research supported by NIH and Oracle
Aggregated Patient Records




 Research supported by NIH and Oracle
Aggregated Patient Records




 Research supported by NIH and Oracle
Interval Merging




 Research supported by NIH and Oracle
Interval Querying




 Research supported by NIH and Oracle
Query Scope: Presence Events
Point/Point                             Point/Interval   Interval/Interval




 Research supported by NIH and Oracle
Query Scope: Range Constraints

Point/Point                             Point/Interval   Interval/Interval




 Research supported by NIH and Oracle
Query Scope: Absence Events
Point Absences
The absence of a point event necessarily implies that the absence spans the period of
time between the previous presence event (or the beginning of the record) and the
subsequent presence event (or the end of the record).




Interval Absences
The absence of an interval event can occur for both a span of time, or at a point in time.




   Research supported by NIH and Oracle
Query Scope: Absence Events
Point/Point                             Point/Interval   Interval/Interval




 Research supported by NIH and Oracle
Basic Querying
Subsequence:




Overlap:




 Research supported by NIH and Oracle
Advanced Querying




Research supported by NIH and Oracle
LABAsDemo




Research supported by NIH and Oracle
Next Steps

• Complete advanced query implementation

• User tests for advanced query interface

• Begin analysis of new datasets
 (Children’s Hospital)



  Research supported by NIH and Oracle
EventFlow




Contact: madeyjay@umd.edu   http://www.cs.umd.edu/hcil/eventflow/

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EventFlow Presentation

  • 1. EventFlow Megan Monroe KristWongsuphasawat Catherine Plaisant Ben Shneiderman Jeff Millstein Sigfried Gold Research supported by NIH and Oracle
  • 2. Temporal Event Sequences Data of the following format: Item Identifier Type of Event Time (Start/End) Patient #1 Stroke 11/3/2011 Patient #2 Heart Attack 7/1/2011 Patient #1 Diagnosed 11/5/2011 Examples: •Electronic Health Records • Process Flow • Web Logs Research supported by NIH and Oracle
  • 3. Big Data Data Mining Post-marketing surveillance has become a viable alternative to clinical trials (example: medical insurance databases). Advantages: Cost effective No direct effect on patients Disadvantages: Data is messy and imprecise Must use very large datasets Research supported by NIH and Oracle
  • 4. US Army PharmacovigilanceCenter, OTSG 14 million EHR’s (8 billion observations) + Standard Statistical Software (PVDAS, SAS, Systat, etc.) Difficult to: Develop new questions Find unusual event patterns Understand dataset holistically Communicate findings Research supported by NIH and Oracle
  • 5. EventFlowMotivation • Allow researchers to evaluate their data holistically - Have immediate visual access to data - Develop new questions/hypotheses - Make rapid adjustments to view and dataset • Facilitate communication about the data and findings • Integrate easily into existing systems (open source Java coding) Research supported by NIH and Oracle
  • 6. Point-Based Events STROKE ADMITTED DIAGNOSED Interval-Based Events ASPIRIN DIET STEROIDS Research supported by NIH and Oracle
  • 7. Individual Patient Records Time Patient #1 Patient #2 Patient #3 Patient #4 …. …. Research supported by NIH and Oracle
  • 9. Aggregated Patient Records Research supported by NIH and Oracle
  • 10. Aggregated Patient Records Research supported by NIH and Oracle
  • 11. Interval Merging Research supported by NIH and Oracle
  • 12. Interval Querying Research supported by NIH and Oracle
  • 13. Query Scope: Presence Events Point/Point Point/Interval Interval/Interval Research supported by NIH and Oracle
  • 14. Query Scope: Range Constraints Point/Point Point/Interval Interval/Interval Research supported by NIH and Oracle
  • 15. Query Scope: Absence Events Point Absences The absence of a point event necessarily implies that the absence spans the period of time between the previous presence event (or the beginning of the record) and the subsequent presence event (or the end of the record). Interval Absences The absence of an interval event can occur for both a span of time, or at a point in time. Research supported by NIH and Oracle
  • 16. Query Scope: Absence Events Point/Point Point/Interval Interval/Interval Research supported by NIH and Oracle
  • 17. Basic Querying Subsequence: Overlap: Research supported by NIH and Oracle
  • 20. Next Steps • Complete advanced query implementation • User tests for advanced query interface • Begin analysis of new datasets (Children’s Hospital) Research supported by NIH and Oracle
  • 21. EventFlow Contact: madeyjay@umd.edu http://www.cs.umd.edu/hcil/eventflow/