Beyond Algorithms: An HCI Perspective on Recommender Systems

Beyond Algorithms: An HCI Perspective on Recommender Systems

@jonathan
@jonathan
38 Followers
3 months ago 250
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Key Insights
  • The study examines user interactions with online book and movie Recommender Systems (RS) from a Human-Computer Interaction (HCI) perspective to isolate design features that contribute to an effective RS.
  • The research involved an empirical analysis of user interactions with various online book and movie RS platforms.
  • The results showed that users appreciate transparency in the system's logic, recommendations of new items, and detailed information about recommended items, and ways to refine recommendations.
  • The study suggests that RS designers should consider enhancing ease of use, providing clear paths to detailed item information, and incorporating community features like user comments to improve the efficacy of the system.

Beyond Algorithms: An HCI Perspective on Recommender Systems

@jonathan3 months ago

Beyond Algorithms 1
Swearingen & Sinha
Beyond Algorithms: An HCI Perspective on Recommender Syste…
1/11
Beyond Algorithms 2
Swearingen & Sinha
information displayed with recommendations (see Appendix f…
2/11
Beyond Algorithms 3
Swearingen & Sinha
all the data we gathered in the study: time & behavioral l…
3/11
Beyond Algorithms 4
Swearingen & Sinha
II) Design Suggestions: System Input Elements
II-a) Numbe…
4/11
Beyond Algorithms 5
Swearingen & Sinha
This meant that users were empowered to rate every item pr…
5/11
Beyond Algorithms 6
Swearingen & Sinha
III) Design Suggestions: System Output Elements
III-a) Ac…
6/11
Beyond Algorithms 7
Swearingen & Sinha
was] nice to be surprised….90% of friends' books I'll want…
7/11
Beyond Algorithms 8
Swearingen & Sinha
general MovieCritic performed well in terms of Good and Us…
8/11
Beyond Algorithms 9
Swearingen & Sinha
• “This movie was recommended because Billy Bob Thornton i…
9/11
Beyond Algorithms 10
Swearingen & Sinha
REFERENCES
• Joaquin Delgado. “Agent-Based Information F…
10/11
Beyond Algorithms 11
Swearingen & Sinha
Information about 
system’s confidence in 
recommendati…
11/11


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