The Role of Adaptive Elements in Web-Based Surveillance System User Interfaces
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Transcript of The Role of Adaptive Elements in Web-Based Surveillance System User Interfaces
THE ROLE OF ADAPTIVE ELEMENTS IN WEB-BASEDSURVEILLANCE SYSTEM
USER INTERFACES
RICARDO LAGE, PETER DOLOG, AND MARTIN LEGINUS
Motivation
Task
Evaluation Set Up
Initial System GUI
Evaluation Resutls
New System GUI
Results
Conlusions
Outline
THE ROLE OF ADAPTIVE ELEMENTS IN WEB-BASEDSURVEILLANCE SYSTEM USER INTERFACES – 9. JULY 2014
INTELLINGENT WEB AND INFORMATION SYSTEMS, DEPARTMENT OF COMPUTER SCIENCE AALBORG UNIVERSITET
• Task of epidemic surveilence• Monitoring official sources• Monitoring social media not so common• Support for exploring a large number of indications and signals• Signals – aggregates of information items (tweets, messages, …) with number over
certain treshold• There are only very few studies of user interfaces in general and no adaptive user
interfaces in particular
Motivation
THE ROLE OF ADAPTIVE ELEMENTS IN WEB-BASEDSURVEILLANCE SYSTEM USER INTERFACES – 9. JULY 2014
INTELLINGET WEB AND INFORMATION SYSTEMS, DEPARTMENT OF COMPUTER SCIENCEAALBORG UNIVERSITET
Build a system which supports a survailance on social media
Evaluate the system with experts
Based on evaluation build an improved version
Evaluate in the second round
Context: Meco FP7 EU project
Task
THE ROLE OF ADAPTIVE ELEMENTS IN WEB-BASEDSURVEILLANCE SYSTEM USER INTERFACES – 9. JULY 2014
INTELLINGET WEB AND INFORMATION SYSTEMS, DEPARTMENT OF COMPUTER SCIENCEAALBORG UNIVERSITET
8 participants – survailence experts/representatives of international epidemics organizationsAsked to create signales of their interestsThe system then produced recommendationsAfter they have browsed the recommended signals and documents we have conducted the focus group with these questions:
• How would recommendations help you deal with the excess of information you might receive?
• How would you like to evaluate the recommendations you receive?• How should the recommendations be placed in the system?
Discussion took one and half hourGoal: to discuss and learn how to present recommendations in the surveilence task
Evaluation set-up: Focus Group
THE ROLE OF ADAPTIVE ELEMENTS IN WEB-BASEDSURVEILLANCE SYSTEM USER INTERFACES – 9. JULY 2014
INTELLINGET WEB AND INFORMATION SYSTEMS, DEPARTMENT OF COMPUTER SCIENCEAALBORG UNIVERSITET
Initial Prototype/Signal Definition
THE ROLE OF ADAPTIVE ELEMENTS IN WEB-BASEDSURVEILLANCE SYSTEM USER INTERFACES – 9. JULY 2014
INTELLINGET WEB AND INFORMATION SYSTEMS, DEPARTMENT OF COMPUTER SCIENCEAALBORG UNIVERSITET
Initial Prototype/Signals and Documents
THE ROLE OF ADAPTIVE ELEMENTS IN WEB-BASEDSURVEILLANCE SYSTEM USER INTERFACES – 9. JULY 2014
INTELLINGET WEB AND INFORMATION SYSTEMS, DEPARTMENT OF COMPUTER SCIENCEAALBORG UNIVERSITET
Initial Prototype/Navigation
THE ROLE OF ADAPTIVE ELEMENTS IN WEB-BASEDSURVEILLANCE SYSTEM USER INTERFACES – 9. JULY 2014
INTELLINGET WEB AND INFORMATION SYSTEMS, DEPARTMENT OF COMPUTER SCIENCEAALBORG UNIVERSITET
Useful:• Tag cloud useful• Rating of signals important
To improve:• Search process• Information they provided• Content organization• Users should be able to assign new tags• Relevancy and irrelevancy of tags should be exposed
Results
THE ROLE OF ADAPTIVE ELEMENTS IN WEB-BASEDSURVEILLANCE SYSTEM USER INTERFACES – 9. JULY 2014
INTELLINGET WEB AND INFORMATION SYSTEMS, DEPARTMENT OF COMPUTER SCIENCEAALBORG UNIVERSITET
Q1: The system advises them about missing information – help them to discover topics relevant to their interest, not exact match
Q1: Recommendations help in overload
Q2: Agreed on usefulness of signal evaluations
Q2: Same options as for signal evaluation should be available also for documents
Q2: Options for re-ranking should be available
Q2: Dislike option should be available
Q3: Recommendation or recommended signal as a term is not very appropriate; instead ”related signals” could be used => they would like to know reason for recommendations
Answers to questions
THE ROLE OF ADAPTIVE ELEMENTS IN WEB-BASEDSURVEILLANCE SYSTEM USER INTERFACES – 9. JULY 2014
INTELLINGET WEB AND INFORMATION SYSTEMS, DEPARTMENT OF COMPUTER SCIENCEAALBORG UNIVERSITET
New GUI/Map
THE ROLE OF ADAPTIVE ELEMENTS IN WEB-BASEDSURVEILLANCE SYSTEM USER INTERFACES – 9. JULY 2014
INTELLINGET WEB AND INFORMATION SYSTEMS, DEPARTMENT OF COMPUTER SCIENCEAALBORG UNIVERSITET
New GUI/Signal Listing
THE ROLE OF ADAPTIVE ELEMENTS IN WEB-BASEDSURVEILLANCE SYSTEM USER INTERFACES – 9. JULY 2014
INTELLINGET WEB AND INFORMATION SYSTEMS, DEPARTMENT OF COMPUTER SCIENCEAALBORG UNIVERSITET
1. the user rules and the contents of each signal’s documents;2. the user rules and the properties (i.e., disease and location values) of each signal;3. the user’s specific rules for locations, similar locations and each signal’s documents;4. the user’s specific rules for locations, similar locations and the locations together with similar locations of each signal;5. the tag set of the user and the contents of each signal’s documents;6. the tag set of the user and the properties of each signal;7. the date of the signal and the date when the recommendation is being computed.
Explanation based on the highest score in four categories: content (1,2), location (3,4), tag (5, 6), and date (7)
Factors in similarity calculations
THE ROLE OF ADAPTIVE ELEMENTS IN WEB-BASEDSURVEILLANCE SYSTEM USER INTERFACES – 9. JULY 2014
INTELLINGET WEB AND INFORMATION SYSTEMS, DEPARTMENT OF COMPUTER SCIENCEAALBORG UNIVERSITET
New GUI/Tag cloud
THE ROLE OF ADAPTIVE ELEMENTS IN WEB-BASEDSURVEILLANCE SYSTEM USER INTERFACES – 9. JULY 2014
INTELLINGET WEB AND INFORMATION SYSTEMS, DEPARTMENT OF COMPUTER SCIENCEAALBORG UNIVERSITET
The same participants
All rated the changes possitively
More tabs for example with a timeline
Tag cloud provides additional context to the list of signal
Tag cloud simplifies the browsing process
2nd Focus Group
THE ROLE OF ADAPTIVE ELEMENTS IN WEB-BASEDSURVEILLANCE SYSTEM USER INTERFACES – 9. JULY 2014
INTELLINGET WEB AND INFORMATION SYSTEMS, DEPARTMENT OF COMPUTER SCIENCEAALBORG UNIVERSITET
Visualization of recommendations and specification of preferences is at least as important as algorithms for recommendations
Content organization, possibilities for implicit feedback, explanations are all means which improve the percieved recommendations
Focus group with experts is a good method to conduct evaluations to receive both: confirmations for the design but also suggestions for changes
Conclusions
THE ROLE OF ADAPTIVE ELEMENTS IN WEB-BASEDSURVEILLANCE SYSTEM USER INTERFACES – 9. JULY 2014
INTELLINGET WEB AND INFORMATION SYSTEMS, DEPARTMENT OF COMPUTER SCIENCEAALBORG UNIVERSITET